{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "72fe36e6-7fc6-42fb-827b-e867a8de0b83",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.inspection import DecisionBoundaryDisplay"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bbd05f1-ce02-46f4-8bcc-beef36204aa3",
   "metadata": {},
   "source": [
    "# SVM: Maximum margin separating hyperplane"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fcbd2a66-5439-4dfe-a104-cf7ecab81255",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((40, 2), (40,))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X, y = make_blobs(n_samples=40, centers=2, random_state=6)\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1acb3b40-8bae-455c-a605-06cac994d352",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC(C=1000, kernel=&#x27;linear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(C=1000, kernel=&#x27;linear&#x27;)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "SVC(C=1000, kernel='linear')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = svm.SVC(kernel=\"linear\", C=1000)\n",
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "31b02c9b-41fb-4819-a632-9767f1006a6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=30, cmap=plt.cm.Paired)\n",
    "\n",
    "ax = plt.gca()\n",
    "DecisionBoundaryDisplay.from_estimator(\n",
    "    clf,\n",
    "    X,\n",
    "    plot_method=\"contour\",\n",
    "    colors=\"k\",\n",
    "    levels=[-1, 0, 1],\n",
    "    alpha=0.5,\n",
    "    linestyles=[\"--\", \"-\", \"--\"],\n",
    "    ax=ax,\n",
    ")\n",
    "ax.scatter(\n",
    "    clf.support_vectors_[:, 0],\n",
    "    clf.support_vectors_[:, 1],\n",
    "    s=100,\n",
    "    linewidth=1,\n",
    "    facecolors=\"none\",\n",
    "    edgecolors=\"k\",\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa254162-1d81-4fc3-8591-f5dc64e8e9e1",
   "metadata": {},
   "source": [
    "# Non-linear SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "97f0d4db-99c3-4892-8873-1771402103f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e6fb0d58-0e1d-4c6c-a2f4-24551f5f9646",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((300, 2), (300,))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx, yy = np.meshgrid(np.linspace(-3, 3, 500), np.linspace(-3, 3, 500))\n",
    "np.random.seed(0)\n",
    "X = np.random.randn(300, 2)\n",
    "Y = np.logical_xor(X[:, 0] > 0, X[:, 1] > 0)\n",
    "X.shape, Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b6dda077-7259-4008-9a0c-249822410a1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>NuSVC(gamma=&#x27;auto&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">NuSVC</label><div class=\"sk-toggleable__content\"><pre>NuSVC(gamma=&#x27;auto&#x27;)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "NuSVC(gamma='auto')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = svm.NuSVC(gamma=\"auto\")\n",
    "clf.fit(X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "58cf95dd-ae03-4549-b3ce-c5a210475cd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.95"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.score(X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fcdd12c7-ea03-4b76-8704-7981058e8dd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c98bddb1-970f-4955-996e-119334b41606",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(\n",
    "    Z,\n",
    "    interpolation=\"nearest\",\n",
    "    extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "    aspect=\"auto\",\n",
    "    origin=\"lower\",\n",
    "    cmap=plt.cm.PuOr_r,\n",
    ")\n",
    "contours = plt.contour(xx, yy, Z, levels=[0], linewidths=2, linestyles=\"dashed\")\n",
    "plt.scatter(X[:, 0], X[:, 1], s=30, c=Y, cmap=plt.cm.Paired, edgecolors=\"k\")\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.axis([-3, 3, -3, 3])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3141398f-8c8e-44cf-bb9e-824685d0f8d2",
   "metadata": {},
   "source": [
    "# SVM-Anova: SVM with univariate feature selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "67d2d925-5a49-4991-913e-e9f8da5e734f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0133eda6-67e8-4e75-86ea-d278de050d72",
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = load_iris(return_X_y=True)\n",
    "\n",
    "# Add non-informative features\n",
    "rng = np.random.RandomState(0)\n",
    "X = np.hstack((X, 2 * rng.random((X.shape[0], 36))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b09b8e9b-bb99-4174-aa78-aba863ef90c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.feature_selection import SelectPercentile, chi2\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d9d40cb5-f52b-4e9e-9479-602c0642d81f",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = Pipeline(\n",
    "    [\n",
    "        (\"anova\", SelectPercentile(chi2)),\n",
    "        (\"scaler\", StandardScaler()),\n",
    "        (\"svc\", SVC(gamma=\"auto\")),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7a13bebb-a225-4bf8-9b87-4948d478e1ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import cross_val_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "834db680-f303-4085-b028-95ae2ff8b7d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "score_means = list()\n",
    "score_stds = list()\n",
    "percentiles = (1, 3, 6, 10, 15, 20, 30, 40, 60, 80, 100)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "60112142-dac3-4499-b064-1d07811bd7c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "for percentile in percentiles:\n",
    "    clf.set_params(anova__percentile=percentile)\n",
    "    this_scores = cross_val_score(clf, X, y)\n",
    "    score_means.append(this_scores.mean())\n",
    "    score_stds.append(this_scores.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b84c41d7-e446-4e3d-88b2-db32b0e5fdb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.errorbar(percentiles, score_means, np.array(score_stds))\n",
    "plt.title(\"Performance of the SVM-Anova varying the percentile of features selected\")\n",
    "plt.xticks(np.linspace(0, 100, 11, endpoint=True))\n",
    "plt.xlabel(\"Percentile\")\n",
    "plt.ylabel(\"Accuracy Score\")\n",
    "plt.axis(\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eaa7fd0f-e772-45e5-8c12-963fbd2c0b4b",
   "metadata": {},
   "source": [
    "# Plot different SVM classifiers in the iris dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ea760b83-5319-4e3b-849b-c6e705ee829a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm, datasets\n",
    "from sklearn.inspection import DecisionBoundaryDisplay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "30db3825-913d-4b1d-a93e-bfd96dd4b17d",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = datasets.load_iris()\n",
    "# Take the first two features. We could avoid this by using a two-dim dataset\n",
    "X = iris.data[:, :2]\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e63d70bc-9230-489b-bf43-69787b19d44f",
   "metadata": {},
   "outputs": [],
   "source": [
    "C = 1.0  # SVM regularization parameter\n",
    "models = (\n",
    "    svm.SVC(kernel=\"linear\", C=C),\n",
    "    svm.LinearSVC(C=C, max_iter=10000),\n",
    "    svm.SVC(kernel=\"rbf\", gamma=0.7, C=C),\n",
    "    svm.SVC(kernel=\"poly\", degree=3, gamma=\"auto\", C=C),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "22d1daaa-c8b3-42a4-b55d-98bdd0efa19f",
   "metadata": {},
   "outputs": [],
   "source": [
    "models = (clf.fit(X, y) for clf in models)\n",
    "\n",
    "# title for the plots\n",
    "titles = (\n",
    "    \"SVC with linear kernel\",\n",
    "    \"LinearSVC (linear kernel)\",\n",
    "    \"SVC with RBF kernel\",\n",
    "    \"SVC with polynomial (degree 3) kernel\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "e3256653-fb03-40cc-8965-e85621e92be0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r1bz33ntkZ2cbfoZV3Mw31EZZWRlDhw5lxYoVbN++nZEjRxqOxcTEcO7cOUPbtXYOHDiQ1NTUGqkFN/KLzs7OdOjQoYat1z+T5s2b07p162rX6t+/f43KyxtR9bNLTk6+rft/WKiZjHQf0q5dO9q1awdULoe9/fbbLFq0iAULFrBgwQJDv/HjxzNy5EjWr1/PsGHD+PnnnzE3N+fpp5829LG3t8fU1JS4uLh/ZVOfPn2YPXs2Bw4cICEhAXt7e9q0aUOfPn3YuXMnc+bMYdeuXTdc+rtdTE1NMTY2rtam0WiqOcv6wM7OrsY1AMNyWdWyRVUO2PVcn7+xa9cu3n33Xdq3b4+lpSWCIDBw4MAay2/ADXNCbsQ///xDaWkpL7/8co2cuPT0dPLy8jAyMqr13OuXH2927dt9JsOGDbvhGDk5OZiZmd3wuMz9xe38TkiShJOTU63nN2rUCABRFOnXrx8pKSm8++67tGjRAjMzM0RRpFOnTnX6nigUCkJCQgzLbMXFxYwfP57Vq1ezdOlSXnnlFaDyBW3cuHHMmDGDiIgI2rVrx88//2x4Ia2iKoj5tz6ytLT0hs/hdrn+eUPlM7/2+aSnp7Nhw4Ybpg1UfeePHj1Kv3796NGjBz/88IMh/+qff/7hww8/rPHM6+qXMjIySExMpE+fPnTp0qXasSpf8dZbb/HWW2/d1M5bXf92n0lMTMwtn8nNqPq7U9vv4sPMAxFUXYtarWbWrFksWrSIM2fOVDv2xBNPYGNjw9KlS+nevTsbN25k9OjR1bSelEolvXv3ZsuWLSQlJeHu7n5HdnTs2BFzc3N27txJfHw8vXv3RhAEevfuzcKFCwkPD+fy5cv/OqhqKNjb2wPw559/Gt6mayM/P5+NGzcya9asaro45eXlN9T+qqs+zaJFi1i9ejUDBgzg77//rpYwW5Vov3Xr1lrPtbCw+FfXvpaqZ/LVV1/RqVOnWvv82z8qMvcX9vb2CILA/v37ay2CqWo7c+YMkZGR/PLLLzz//POG4zExMTcc+3Z/V83MzJg+fTqrV6+u4SPHjBnDe++9x9KlS1Gr1Zw4cYI5c+ZUG9vFxYUWLVqwfft2SkpK7jivyt7e/q7p/V1/nZYtW/Lhhx/WetzV1RWolNZRq9Vs3Lix2ovqP//8U+t5dfUNnp6efPbZZzz++OM88cQT/PHHH4brVPmK6dOn88QTT9R6fkBAwL+6/rXY29tjYmJSa1L/tfbcjKqf3e30fZi4r4Oq1NTUWqP1qqnxqi9LFVXJlosXL+bjjz9Gq9XWOq09ffp0Nm/ezAsvvMC6detqzGpotVq2bt1aY9ntWtRqtWH5KTEx0SC0161bN1QqFTNnzjQEWTfj+jfdhkr//v1RqVRcunTppst1giAgSVKNPyg//vjjDZNo64qxsTF//fUXo0aNYsiQIaxevZrHHnsMgEGDBrFq1Sr0ej0dO3asl+vdiODgYKytrYmKimLSpEl39Voy9weDBg1i/vz5JCcnV5shv56qP5jXf0+WLFlSp+vV1Ue6urryyCOPsHLlSnQ6HQqFolpQV8W7777L008/zeTJk/nhhx9q/IEvKiri0KFDN60ADAwMvGHAUp8MGjSIzZs34+vri42NzQ37CYKASqVCqVQa2kpLS1m+fHm92dKvXz+2bdvGo48+yqBBg1i3bh1mZmYEBATg7+9PZGQk8+bNq7fr3YhBgwYxb9487Ozs8PHxuaMxYmNjUSgUNYK9h537OqiqkkoYPHgwgYGBiKLIyZMnWbhwIebm5kyZMqXGOePHj+ebb77hs88+IzAwsMY0LGCouHnllVdo27YtL7/8Ms2aNUOr1XLixAm+//57mjdvftOgCirzqqqU3atmpExMTOjSpQvbt2+nZcuWt8wp8PX1xcTEhBUrVtCkSRPMzc1xdXWt4QzvNd7e3nzwwQfMmDGD2NhYHnnkEWxsbEhPT+fo0aOYmZkxe/ZsLC0tCQkJ4ZNPPsHe3h5vb2/27t3LTz/9hLW1db3Zo1arWblyJRMmTGDYsGEsW7aMZ599luHDh7NixQoGDhzIlClT6NChA2q1mqSkJEJDQ3nsscd4/PHH68UGc3NzvvrqK55//nlycnIYNmwYjo6OZGZmEhkZSWZmJt999129XEumftm9e3et6vYDBw78V+MGBwfz4osvMnbsWCIiIggJCcHMzIzU1FQOHDhAixYtePnllwkMDMTX15dp06YhSRK2trZs2LDBkI95uzRr1ozevXszYMAAfH19KSsrIywsjIULF+Lk5FSriPH48ePZtGkTP/74I/3796+1Cvqpp57i3XffZc6cOZw7d47x48fj6+tLSUkJYWFhLFmyhGeeeeamQVWPHj1YunQpFy5cqFNuUl354IMP2LFjB126dGHy5MkEBARQVlZGfHw8mzdvZvHixbi7u/Poo4/y2WefMWLECF588UWys7P59NNPa51R/Dd07dqVXbt28cgjj9CvXz82b96MlZUVS5YsYcCAAfTv358xY8bg5uZGTk4O0dHRHD9+nD/++KPebHjttddYu3YtISEhvP7667Rs2RJRFLl8+TLbt2/nzTffvOVL55EjR2jduvVNA9WHkfs6qJo5cybr1q1j0aJFpKamUl5ejouLC3369GH69Ok0adKkxjlt2rShTZs2nDhx4qbJly+88AIdOnQwyBOkpaWhVqtp3LgxI0aMuK2Zh6pAyt/fv9qSWJ8+fQgNDb2tpT9TU1OWLl3K7Nmz6devH1qtllmzZjXIrWSmT59O06ZN+eKLL1i5ciXl5eU4OzvTvn37attQ/P7770yZMoX/+7//Q6fTERwczI4dO+pdoVqhUPDTTz9hYWHBqFGjKC4uZsKECaxfv54vvviC5cuX89FHH6FSqXB3d6d79+60aNGiXm0YNWoUnp6eLFiwgIkTJ1JYWIijoyOtW7eutvWDTMPi7bffrrX93+YRQeVsU6dOnViyZAnffvstoiji6upKcHCwIcFYrVazYcMGpkyZwsSJE1GpVIZ8zGsTs2/F/Pnz2bZtGx9++CFpaWnodDo8PDwYMWIEM2bMqHUWa9CgQTg5OZGenn5TH/nBBx/Qp08fvvrqK2bMmEFWVhYmJiY0a9aMN954g4kTJ97Utsceewxzc3PWrVvH1KlTb/ue6oqLiwsRERHMmTOHTz75hKSkJCwsLPDx8TG8/AH06tWLpUuX8vHHHzN48GDc3Nx44YUXcHR0rPcdNNq1a8fevXvp06cPvXr1Ytu2bfTs2ZOjR4/y4Ycf8tprr5Gbm4udnR1Nmza96azmnWBmZsb+/fuZP38+33//PXFxcZiYmODp6UmfPn3w9va+6flFRUXs2rWrVqmJhx1BkmSRCRkZGRmZ/55XX32VXbt2cfbs2ft6b7+HjZ9++okpU6aQmJgoz1Rdx30tqSAjIyMjc/8yc+ZMkpOTWbt27b02ReY20el0fPzxx0yfPl0OqGpBDqpkZGRkZO4JTk5OrFixosEX4shcJTExkVGjRhnyhWWqIy//ycjIyMjIyMjUA/JMlYyMjIyMjIxMPSAHVTIyMjIyMjIy9YAcVMnIyMjIyMjI1AMNQqdKFEVSUlKwsLCQy2plZOqAJEkUFhbi6upabX9Fmboj+yEZmboj+6DqNIigKiUlpVbVXhkZmdsjMTHxjveplKlE9kMyMneO7IMqaRBBVdUmthPePoSRxvwWvWVk6k7jVm48dvodUg5Go3Ryu9fm1BvFFVp6r/mzxkbQMnVH9kMyDwODHrHCctZzAKjqwRfKPqg6DSKoqppqN9KYozGWfzAy9csbg3LInvYU+YCVx51tHtrQkZer/j2yH5J5kFFZ2fGuz5/Ezv0NQa1C6Vy/s7KyD6qkQQRVMjJ3A4MTmfYbAtS7E5GRkZG5HwgMcufJk28S+/UZ2RfeZeSgSuaBxBBQff0bglKJ0sH1XpskIyMj858zdJA1VtP6kwSo5GDqriOn6ss8uAhUvpXJAZWMjMxDhsrKjtmtQ7Ga9iQCckD1XyHPVMk8cBhmqb6qXPaTkZGReZiQl/vuHXJQJfNAITsTGRmZhxl5ue/eIgdVMg8MsjORkZF5WJELcxoGck6VzANBYJA7bZL+lnMHZGRkHkoGddNfLcyRfeA9Qw6qZB4YKk6dvNcmyMjIyNxT5MKce4u8/Cdz33Ptsp+gVN5rc2RkZGT+M65f9pO5t8hBlcx9TWCQO802v0kycg6BjIzMw4VcmNPwkIMqmQcDeYZKRkbmIUIuzGmYyEGVzH2LvOwnIyPzsCFX+TVs5KBK5r6kcpPk8bJTkZGReWiQl/saPnJQJXNfUeVUkqbJTkVGRubhQV7uuz+QJRVk7isCXYsAZC0WGRmZhwJ5D7/7C3mmSua+ohGxJO07I+dQycjIPPBUW+5TKmUNqvsAOaiSuS+okZwpOxcZGZkHmKq8UXm57/5CDqpkGjyVuQRDiQX5bU1GRuaBRq7uu7+pU1B1/vx5Vq5cyf79+4mPj6ekpAQHBwfatGlD//79efLJJ9FoNHfLVpmHkMqA6knZucgAsg+SebCRl/vuf24rUf3EiRP07duXVq1asW/fPtq3b89rr73GnDlzGDVqFJIkMWPGDFxdXfn4448pLy+/23bLPGTIAdXDjeyDZB503hiUQ8cv+5O07wwqZw85oLpPua2ZqqFDhzJ16lRWr16Nra3tDfsdPnyYRYsWsXDhQt555516M1Lm4WToIGuabZ5F0r02ROaeI/sgmQcVebnvweK2gqqLFy9iZGR0y36dO3emc+fOVFRU/GvDZB5u5CRNmWuRfZDMg4i83PfgcVtB1e04s3/TX0amCvmtTaY2ZB8k86Ahvzg+mNxR9d/Ro0fZs2cPGRkZiKJY7dhnn31WL4bJPJxM7naxMqCS39pkboLsg2TuV+QXxwebOgdV8+bNY+bMmQQEBODk5IQgCIZj1/5fRuZOkXWoZG6G7INk7lfk5b4HnzoHVV988QVLly5lzJgxd8EcmYeV69/eZGRuhOyDZO5H5OW+h4M6B1UKhYLg4OC7YYvMQ4r89iZTF2QfJHM/IS/3PVzUeUPl119/nW+++eZu2CLzECJrs8jUFdkHydwvDB1kzduFM4n9+jd5E/iHhDrPVL311ls8+uij+Pr60rRpU9RqdbXjf/31V70ZJ/PvKS8rJPLIci5F7QBBwK9ZP1p1fA4jjdm9Ng2VlR1WyaHkIL+9ydw+sg+6v5AkiZiz2zgdsYqSwiyc3VsSFDweW0ffe23aXUVe7ns4qXNQ9eqrrxIaGkrPnj2xs7OTE0MbMOVlhaz5/hlyMmOxcewCSBzavogLpzbx1Aur7nlg5edrQsXJk/fUBpn7D9kH3V8c2LaAiH2LsbRtgYmZNxdO7yD65DqGjf8NF88299q8ekde7nu4qXNQtWzZMtauXcujjz56N+yRqUciw34jJ+MSLbsuxsyyEQBF+Rc5dfBlzoSvIqjr+HtmW+Wefv3ltziZOiP7oPuH3Kw4IvYtxivwBdz9RgKg15dx5vAU9myaw7MvP1izivLm7zJ1zqmytbXF1/fBnrZ9ULgUtQMbpy6GgArA3MofG4eOxETtuCc2qazsmN061LBJshxQydQV2QfdP8Sd241CqcHVZ5ihTak0xsV7GGmJJygpyr6H1tU/jYgFkPNDH2LqHFS9//77zJo1i5KSkrthj0w9IiCAJNZol5C4F7oFhmlxOWlT5l8g+6D7CEEASar0OdWQrhx+cJZuVVZ2WCVFypIwDzl1Xv778ssvuXTpEk5OTnh7e9dIEj1+/Hi9GSfz7/Br1o+D2xdSlH8Bc6vGABTmRpOXEUarR2fcG6MEWdxT5t8h+6D7h0ZN+rB301ySY1biGTAWAJ2uhJS4P3D1bIeJ2Y03x76fuF4WRubhpc5B1dChQ++CGTJ3g5YdR3H+9GZOHXgZG8dOSIjkZRzFyb0lzdsN/09tMcxSfSWLe8r8O2QfdP9gbetJp16TObL7C3Izj2Bi5kFeVgRIWrqP/PRem1cvyFV+MtdS56Bq1qxZd8MOmX9BZmoUxw4sJTM1GktrV1p2HIlPQA+MNGY8/cJKToevIiZqOwICrR6dQfN2w1Ebmfxn9lV7i0OuhpH5d8g+qOFRVprPyUO/EntuNwqlisbNB9Cy40hUamM693kNZ49WnA6vlFRoFjSUNsFjsbb1vNdm/yvkKj+Z2qhzUBUeHo4oinTs2LFae1hYGEqlknbt2tWbcTK3JuHiPv5ZNgEjjT1W9u3ITLvIP7+Opesjb9M+5CXURqYEBY8jKHjcPbFPrvKTqW9kH9SwKC3JZfXiYRTkpmDjFIyuQsu+rfO5cGYLw8avQKXW4BPQE5+Anvfa1Hpj6CBrmm2eKe8CIVODOieq/+9//yMxMbFGe3JyMv/73//qxSiZ20OSJHavfx8Lmxa06bEMv5Zv0iL4O1wbPcOh7QspLsy8p/YFBrnTbPMsucpPpl6RfVDD4viBnyjIS6NVtx8JCHqXwHYf0LzzF6RePk70yQdLMgEql/uspj0p7wIhUyt1DqqioqIICgqq0d6mTRuioqLqxSiZSnIyL3EpegdZaedrPZ6bGUtedhxujZ5BoahM1hUEAXe/kYiijoSL+/5Lc2+MnLgpU4/IPui/o6y0gLjzoSReOoxer621z6Wondi59MDE3N3QZmnTDCv7NpU7OTwgVMnBZE+bKr8oytyQOi//aTQa0tPTadSoUbX21NRUVKo6DydTC2WlBWxZ/RrxF0INbe4+nXj02a8wNbc3tAmKypRvSbq+XPmKjMI9LFe+dtlProaRqU9kH/TfEL53MYd3fYFeVwaAqYUjjwz7FC//btU7CgJI+poDSCL3RLvlLiAv98ncLnWeqerbty/Tp08nPz/f0JaXl8c777xD375969W4h5Xta6eSFB9B4zYzad9nLYFtPyAj9SIbf59UrZ+1nQ829r4kx65E1JcDlQFW4oVlKJRqvP27/+e2q6zsDNPjVW9zsgOSqU9kH3T3ORe5ngPbPsbJcwhte/5Oq65LMNJ4sm75i+TnJlXr69esH9mpeykpjDe05WefJD87Er9m/f9jy+sfeblPpi7U+bVu4cKFhISE4OXlRZs2lfs2nTx5EicnJ5YvX17vBj5sFOQmcSlqO34t/w8Htz4A2LmEAALnjr1LZmoUDi5Ngcqlvt6PzeHvX8dyPHQklnZBlBRepLggjh6D3sPU3O4/tb2qyi9pmlzlJ3P3kH3Q3efEwZ+xceyAT9NXDG2B7T4gYtfTnAlfRXC/twztQcHjiTmzjcj9L2Dt0BFJrCA3KwL3Rp1o0nroPbC+fpCr+2TuhDoHVW5ubpw6dYoVK1YQGRmJiYkJY8eO5dlnn60hwidTd6reAi1tW1Rrt7Sr/JyXnWAIqgA8fDszctJGTh76hczUaFy9mtKqw4d4+HaudfycjEscP/gTaUmnMLWwp0W74fg1618vysaBrkUkfXlGzjWQuavIPujuk5edgKPnE9XalCpTzCz9yMtOqNZubGLJMy/9wemjvxN7LhSFQkWbzrNp1u4plCqjGmNXlBcTGbacmLPbQZLwbdqXVp2eQ2NscVfvqS7Ie/jJ3Cl3lIBgZmbGiy++WN+2yMAV7RaB/OyTmJhfDU7ys04CYGPfqMY5do5+9B4695Zjp14+wZ8/jUSpMsfavgO5WZfZ+PvLtAt5iW6PvP2vbW9ELA/WTl4yDRXZB91dbOx9KMg+Cf7PGdp02mKKCy5i0yqkRn+NsQXtQibSLmTiTcetKC/mjx+Gk5V2ARunLoDA4Z1fcP7URp5+cXWDCKyqxDzl2SmZO+G2cqoOHz582wMWFxdz9uzZOzboYcfC2hX/5gNJOLeYtMsbKStJJSNpO7FnP8fDNxh754A7HnvPxjkYm3nSpsdy/FpNpUWXr/AKfIGIfYvJy46/43EDg9yZoVhkqIqRkalvZB/03xLUdTx5Wce4dHoRJYVxFOSc4lzEDECiRbtn7njc0+EryUw7R4vgbwhs+z6BbWfRsuticjIucSpsRf3dwB0QGORerbpPDqhk7oTbCqpGjx5N3759WbNmDUVFRbX2iYqK4p133sHPz0/ee+tf0u/J+Xg3DuHSqYUc2/0sF0/Ow9WzFY8++5WhT2F+Kkd2fUnEviVUlNX+M7mWkqJs0pJO4OrzFEqlsaHdxWcYCqWG2Ohdd2Tr0EHWdPyyP0n7zsibJMvcNWQf9N/SuMVAuj/6HtlpuzixdyynD01G1Gfx+PM/YWFduRQm6nREhv3Gwe0LyUyNvq1xL0XtxMahI+ZW/oY2M8tG2Dh1ISZq+125l9uhyo/Jm73L/Ftua/kvKiqKJUuW8N577zFy5EgaN26Mq6srxsbG5Obmcu7cOYqLi3niiSfYsWMHzZs3v9t2P9AYacwZPPJb8nOTyMuKw8rWA2s7b8PxDSteIiZqx5WSZTiw/VPah7xEcL83bzhmVc6UdOWcq0ggSXckv1CZd/Ck/FYnc9eRfdB/T1DwWJq3e5q0pEhUamOc3VuhUFTKo0Sf/Ifta6cZqo6P7vkGB5cmDH/5b1S15FEZEEDiegkYQBIR7tE8t7zcJ1Of3FZQpVarmTRpEpMmTeL48ePs37+f+Ph4SktLadWqFa+//jo9e/bE1vbB2HG8oWBl446VjXu1toPbFxJzdhvOXkNx9RmGKJaRcO4nju75BmfP1vgG9q51LBMzW1w825IS9we2zl1RqUwBSI5ZiShqadSkzx3bKTsimbuN7IPuDUYaMzx9u1RrK8xPZdsfUzG18KZR88loTJzJTN5Bwrkf2bD8RR4f+8sNx/Nr2p99mz+kMDcaC5smABTlXyA34zDB/d+64Xl3g8Agd54Vl8vVfTL1Sp0T1YOCgmpVM5b5bzgVtgILm2Y0aj7FMPsU2HY24Tuf4vCOz24YVAH0GPQef/44guOhI7C2b0dpcSJFeefp1GtKnTc3vXaWSkbmv0T2QfeWA9s+RpL0NGk/D42JIwDufiMpK0kl4dI2RFFEoag9s6RF++GcP7WB04cmYe3YARDIywjDwbUZLTuM/M/uoUqcWK7uk6lvZPnhBkLCxQNs+/NNSopzAXB0bcrjY3/FxMSqWr+KihLsXFtVk0BQKI2wsG1GUUHN7WzKywqJPLK8crsIQaBVp1GUlxWRlRqNk6sXfR57u84bnT6I0+WpRcX8djaK8NQ0zI2MGOzXiCF+vigVCnSiyD8XY9gUE0uxVksHVxeea9YEJzOze222jEy9UVFaxNpfRpORfAYJMDG1ot8TC/AJrO4f8rLiMTJ2MARUVVjatiT98kYqygowNrU2tEuSRMzZbZyOWEVJYRaOrk3x8O1MasJxJERaDnyHFu2HozYy/Q/usuH6L61ez9oLF9lyKY4ynY7O7m6MatYEexMTAE6kZ7DibDTx+fl4WlkysmkT2jo73WOrZa5HDqoaABfPbmXj75NQKIywd+2FtjyP9KQwfvioI/+beQql0dUcBSONGflZx5EkyRBY6fXlFOacxtah+mxTeVkha75/hpzMWGwcuwASxw/8jL1zY556YRVGmjsPChqaQ/o3JOQXMGrDZnRaHR0xI4cy3k07xKHkFOZ378bU0L3sTLhMkGCGC0r+zD3HxphL/DZ4IO4W974EXEbm36KvqGDxR+3R68qwdmiPkcaW7NT9/LP8BQY+vYiAVoMNfW0cfElLOkVZSSrGpi6G9vysEygUaoyMLauNfWDbAiL2LcbStgUmZt7EnA1Fry9h2PjfcPFs85/dY0MWJ9aJIq/u3M2h5BTaCmY4ouD33LNsjLnEisEDiUhLZ9re/bgrNDSTjInOT2NMfAJzuwXzmL/fvTZf5hrkoKoBsP3PqajVFrQO+Qkj40oV9Oy0g5yLmMHWv97k0eFXq/6Cuozh0M7PiDm1AFefpxD1pSScX4pOW0TX/tW1piLDfiMn4xItuy7GzLJS36oo/yKnDr7MmfBVBHUdX2dbhw6yxmTzon9xtw2PL48dx0gr8rXCGyuhMhE3VCxgYVw8Tezs2JFwmWkKF7oqKgOoXEnH6+WJfHP8JB9173azoWVk7gt2rHsHva6MgKD3sXftAYBXk4mc3DeBHX9PqxZUdX1kGuci1xN9dDrezf6HsYkzGck7yEjaQqPAPtWW/nKz4ojYtxivwBdw96tc3tPryzhzeAp7Ns3h2Zf/+k/u7/q9SBvact/uhMscSE5htsKNtorKl90sScuU0kS+OxHJzvgEugoWTBWcUSgERElikZDGx0eO0s/HGxN5z8sGQ533/pOpfyoqSnHyHGQIqADsnIMxNvMg/vxeAERRT3J8OA6uTfFr9giZSds5uW8cpw7+j4KcU3Tp+0aNjU4vRe3AxqmLIaACMLfyx8ahY2X1YB25dg+shvSW92/ZczmR/oKVIaAC6CFY4KhQs/FSLG4KI4IFc8MxG0FFP8GS3QmX74W5MjL1Tuy5nWhMXLBzubpfqJHGFmevIWi1ZYa23Kw40pNO0u2R6ZSXpREVNpXje54j6eJvuHgEMXjEd9XGjTu3G4VSg6vPMEObUmmMi/cw0hJPUFJ0d+WC75e9SPckJuGrMDYEVAD2gppeWLAzLoG8igqeUtiguLI6oRAEnlLYUqDVcjw9/V6ZLVMLcnjbABCoKXUgSVKlZIIAaYkn2bRqCgW5lX/EBUHJtbu/a4wtsHcOrGVcwSC7UG1spDptHv/g74El1Cjzlq78EwSo+QRBlKR7VgIuI1P/CNT2m17ll8rLCtn6x5vERl99GVOqTKqd7uzRChTXfScEASSpFhkF6crhu/cdasjLfdcjQG1CE4hIBrWb6386VZ9lP9SwuKOgateuXezatYuMjAxEsfqPeunSpfVi2MOEUqUm/fJGXLyHGpI/s1P3UlaSjHdAb/76ZSxGxq606PIVGhNHMhK3cfnCz7j5jsTBrSeXzy9l44qXGTV5C3aOV9fX/Zr14+D2hRTlX8DcqjEAhbnR5GWE0erRGbdlm8rKjsndLlYGVA1w2rw+6OXlwZb4ZPpJVtgIlV+JnVIBmaKWsX6+LDgawR5FIT2FylyRLEnLdgro7e11L81+qJF9UP3i7R/C+VPryUzeiaN7XwDKSzNJT1iPUqli59/vcDnmEP6tp2Nt347CvGgunVqIxsKZJu3nk5WykxOHf8LMwpH23V8yjNuoSR/2bppLcsxKPAPGAqDTlZAS9weunu0wMbs7EhgNfbnvenp5ebIu5hJHKKKTonJWPF3SsptCBvr4siM+gTUVObytcEEpCOglidViDlZGRrR1kpPVGxJ1Dqpmz57NBx98QLt27XBxcbmrbxoPC6ZmDhTmp3A8dBQ2TsFoy3MoyIkEFEh6HRXlRbQMnmNYHvRoPJrSkmSyUnbi3eQFAoLe51jocE4f/Z0eg94zjNuy4yjOn97MqQMvY+PYCQmRvIyjOLm3pHm74bdvoHAlMb2BO6Y7ZUq7IEalpjGxPJ52mJGNjrNSKUP9fBnVtAlns7JZGBvHdikfa5REUIKlsYZJQa3vtekPJbIPqn9sHf0BgYsnPyT98gbUGjty0w8hSTpMzOy4eGYzPs2n4OjeHwA7564Igoro8GloK3INkgrHD/1Mu5CJhp+Jta0nnXpN5sjuL8jNPIKJmQd5WREgaek+8tN6v4+ql8CGWN13M3p4uNPLw4O5iYm0kkwxR0EEJTiYmvBym9Z0dHVh6p59TJTiaSqaEC2UkS5VML9zNzQq5a0vIPOfUeegavHixfzyyy8899xzt+78EBB3fg+nwlZQkJeCg0sT2nYdh4NL01r7JsYe4eThX8nLvoytQyMsrd1JTTxBYUEqzj7DKM47R15WBIKgxMlzEMUFsRTkJ2Fi5lYt3wrAyrYlmUnbkCQ9CqURZlaBNfbvM9KY8fQLKzkdvoqYqO0ICLR6dAbN2w1HbWTCrTAs+739W4OcYJYkidDLifxx7gKZJSU0c7BjdLNm+NpY12kcdwsL/hw6hBVR0USkpmFrZMQCv0Y80sgHhSAwL6Qr3Tzc2RhziaIKLc+7NeLZJoHYmdz6GcrUP7IPqk5edgLHD/xIyuUTmJjZ0qztMAJaDq412CzMS+H4oaUkXgpDY2KBs3sr8rITSIw9jIlFIyxtmpOTtpfigljMrAOwtG5GasKfSJKIpU2LamNZ2lZ+LitOxsI60CCpoNeVo1Jf3Qqrc5/XcPZoxenwSkmFZkFDaRM8ts7aeLeLVXIkOfx3AVVsXj7Lz0ZxJiMTO1MTngxoTB8vzzoF+0qFgs9692BDzCW2xMZRqtPxgrsfwwMDsDY2pp+PN24WFvweFU1CXj7trOwZ0TSQFg4Od/HOZO6EOgdVFRUVdOnS5dYdHwLC9y3mwNaPsbAOxNTSn7jzhzh/aj1DR/+Il3/1ndxPh69k59/vYGbpi7l1Uy7HHqeseCNmlv4oVeaUFsbRossXhv66ikIidj+Ng18X4s/vobw0o5ouTF7WCYxNXREEJXp9OUV5Ufj4PVnDRrWRKUHB4wgKHlene6vKR4j9+kyDnT7/5sRJFp88RROFCV6SEXvzEtgYE8f3j/Sts36LvakJU9rVLiipVCgY5NuIQb6Naj0u898i+6CrZKREseaHZxAEI6wdOpGfm8KW1VNIiY+g12MfVOubmxXHqsXD0Ot02Dh2oagwm4h9i1GqzDE2c6ek8BItOi/Er+XrhnOiw2dgZeNFXnYcBdknqxW95GefBMDE3MPw2czSGaVKU8NOn4CeddbDuxMGddMbcj//CyIzMhm/ZRvmooIgTEjOz+X15D2Mb9Gc19u3rdNYKoWCxxv783hj/1qPN7O348OQrvVhtsxdpM7VfxMmTOD333+/G7bcVxQXZnJo+0JcGz1Di+Dv8Gv5Jm16LMPCpgW718+uTDS/QkV5EXs3fYijx0BadfsRv5ZvEtRjGbZO3agoz8an6cvkZR4l9sxXlBQmkJ8dSXTEOygUCkIeeQeNiRXnImaQlxlBSdFlEs79QFbKTuxcelKYe5ZzETMRdSW07HhnisSBQe4MHWRNYFDlljhvDMoxbJLcUKtlkguLWHLyFCMUdnyi8OBVpRNLFF74SEbMPxxW7fnLPFjIPugq+7bMw0jjQJvuy/Fv9X807/w5Ps0mExm2nMzUqGp9D+5YCGho02MZ/q2n0azjJ/i3noFeV4SH30gUCg1RR6eTn3WCksIE4s5+Q076Qdp3n0hAy8EknP+RtIT1lJWkkpm8i5hTCzC1aIRSaULC+aVkJG6mbdfx92w59toqv/9qlurjI0fxENUsVngxWenMxwoPRivs+en0GS4XFPwnNsg0LG5rpuqNN94w/F8URb7//nt27txJy5YtUavV1fp+9tln9WthAyXh4j5EUYe730iDE1Eo1Lg1eoaoo2+TmxmLraMvAElxYWgrinH3G2HoKwhKXBsN48zh/eRlncTV91lS4/4kNX4tAJbWHvR+/ENysy/R+7E5HNq5iLNhbxmuo1AakXxpBcmXVmBm6UzvoR+SkxmDtqIEB5emt+XYVFZ2DOqmB4owUgmGNqvk0P90+vxO2JeYhAKBJwQbQ5tGUDBUsGZ+bioZJSWy4vkDhOyDaqKtKCHx0kF8W7yBSn31d93ZawiJF37mUvTOaqkIsdE7cfcbjdrI2tDm4NaHuLNfkxizAg//0aTEr+XMkcqZKpXKmI49X8XEzJbAVkPQ67VcPL2Iqjo1tZE5JYWxHN/zHEqVhqDgCdjYNyIh5gBu3u1R1TJjdTe4V1V+OaVlnMrK4i2FM8bC1fmJxwRrVgnZ7LmcyOjmzf4TW2QaDrcVVJ04caLa59atWwNw5syZejfovsEQtFwvhVD5WahWWixUHTS0JF9aQ8K57wHITNrC9UW1BXkpbF39muGzm3dHeg56FwQFTm4tUCqNSEs8iSiJnD76O9vXTjX0dXJvxaAR32Bp7XZD86sCKkEQsLeA/BJo4lYMmNVe29vAuGWZsZy8/EAh+6DaqPwdrzkrWykIUrPUXqgm3VJSdJnTB19Fp81Hl59Pcf45uEarTacr4+ieb5EkPQCmFo488tRCTM3tsbRxw9rOh4yUs5SV5pGZGsWRXV9y/OCPABib2tJn6If4N3+kvm+6Gveyyu9GPkii0tXLPujh5LaCqtDQ0Lttx32Ht393FEo1iReW4dPsVQRBQK8vJzl2FTYOfljb+Rj6ejTqhJHGgsSLy/BvPZ2ivPPERy/G0q4l3k1eQm1kRVrCepIvrcTepScVFbkU51/Et8XrWNm1oTD3LLFnvyAs9FuefnHV1XF9O7N97dvEngvFt+Vb2Dp2pij/InFnv+CfX8bz3OTNCLVsbBoY5E6ga+XslNWV7basTCGrEAa6nqJi80lQNuyKku4eHsw7HMYfYg6jFXYIgkCpJPKPlEtzOzscTf+bfcRk/htkH1QTtZEJXn7dSItfi4NrL1RGlYr/qXFr0WmL8G3ar1p/v6Z9ib+4ASePgRgZ23H64KuASEDQ+1jatiA/+ySXTi9CEBR4+I8mLuprXHyexMVrKDptIQnnfmDH3+/w/Os7sLKpTBVwcmtO/IW97N/yEU6eg3Br9AyiqCXxws9sWvUqoyZtqFVD79/SEKr8bIyNaePgwD9ZuXSSzDG9Mlu1VsxBh0QPj4Y70y9z96hzTtW4ceMoLCys0V5cXMy4cXVLhr6fMTW3o9sj00mN/4vI/eO4cGIex0NHUJx/jt5DPqj2lqI2MqXn4FlkJu/kxN7RlflSSjVN2n2IhXUgxqYueDeZiI1jZ3IyjlCQfRKfpv/Dwa0PRsZ22LmE0KjZayTHh1XLkygrySP6xF94+D+P8xVFdlunTvi1mkZ2xnmS4sJq2K2ysqsRUFVhbwEqZZ10Qe8ZLuZmTGrbhj+kHKZIiSzUp/KCGE+SQsf0zh3vtXkydxHZB10lZOAM9Pp8ju0Zwfnjczl18BXioxfTtusE7J0DqvUN7jcVpRKO73mOUwcno9Pm49viDexde2BkbIeDW28aNZ+MTltAWsJ6rB064NP0FYzNXDG3DiCw3QcIgooz4auqjXvi0C9YWDfBt8WbmJh7YGbZiMZBszDS2BB55Ld6v+fAIHfeLpxJ9rSp91w24e3OHUhX6nlBjONTfSqviZdZKeXwUutWeFjK+4I+jNS5+u/XX39l/vz5WFy3kWxpaSnLli17qIT3goLHotOWVcokZB7EzNKRbv3n4uHbGYDk+AhCN8wiNysBpUqNT2AvjIzMiDm7FVMLv2p5EFC5y3tuZhigoDD3LLmZ4ZQVJ2Fs6oLDFUG+vOwEVGoTdvw1nfSkU4iizlDafHWcys95OfEGW65FEGoGVAClpSWs+XUFm9espaSghO5eXoxoGoiVpjI34khKKiujokkuLMLH2goXczMi0zNr3VH9v+DFVi1pZmfHn+cvkFlcwkCHShs8LS1vfbLMfYvsg65i7xzAkFHfs2fD++RlHUGl1hAUPJ6uj0wHKpXQd/z1NgkXDyJJIraOvvi6NCX2/B4ALG7gO0qLk1CqzIg98wWFudEolBrsXXthatGIvOwERJ2O0E2zuXBqE+XlRbh4Da32IqlQqDC3akJedkKd7ynu/B5OH11BcUEqtk6BBAVflanpFFTAupd8+Dw7DwsjNS1c3Ug4c5GkKz7puWZNaen438kMNLe358+hQ/gtKpqzGZl4mdrwRoA/IR7u/5kNMg2L2w6qCgoKkCQJSZIoLCzE2PiqDoler2fz5s04OjreZIQHj/B9izm4fQEW1oHYOncgPyuCTasmM3T0j+j0WjYsn4hCZYKdcwjlJWnEnduFla0XLp5tSUk4hq6i0DBlD5CffRxBUGJlH0R64iaUSlPsXHtRlBfFuYh3AVAIKpZ9MQAkCWvHzuSkHyA/+yQWNs2uGeckADb21SUAqpb91Mqac1HlZWW88NzjnI48Rq+evXDSaFi6fTub4xNYPqAfW+PimXs4jEYKYxpLGk7kJrMFLX5o8BCMqu2o/l8miAe7uxHsfuPcMZkHB9kH1SQjJYp/lo1HEIywcQqhvCSF4wd/Qq+roOuAaSz9pDtlpXnYOHZGpTYjM2UfmanRdB84k9AN71GQfRIHtz6G8ap8h7V9EIW5URQXXMDGsTOSpCf2zBcICgWBLUNY9mV/crNisbJrjSilkpd1HEmSDIGVqK+gMO8s7t4D63Q/VTI1zZu3pH23Fuzbd4CV323g8ZdW80ofPY8PGg56ifaYkUk5P2WfwRwFwZhzOj+FUXHxfNKzO/19vOvrEd8SD0sLpnfq8J9dT6Zhc9tBlbW1NYIgIAgCjRs3rnFcEARmz55dr8Y1ZK6VVPBu8hKCICCKWqKOvs3u9bOpKC/CyNiBVt2+R21UOXOSnriFmMiPMTWzQxR1RIVPwyvwRdRG1qQlrCcvMxxnr6H4tniN7LSDnIuYgZ1zF/xavklM5AIyU3ZwJPRLQEGb7j9hbObKpdOfcfnCryiUxldyqi4QH/0tDi7NcPOu/KJfX+VX2yzVur9WcfJ4OKtXrSIoqFKvKS4+nscGD+bHU2dYFX2OAYIVrwiOCIrKbRLm6lOIp5yFCmdy0TGlNJHvI0/zbpdO/9FPQeZhQvZBNamSVGje+WvDzHdK3F9Ehn1JaUkOZaW5NOu0EGv7Ss2ksoDxnNw3nlNHfwMUXDq9CEnSY2nbkvzsk8Sd+Qq1xp5mnT6lojyHyP0TUapMadzmHXIzwog6+jaF+SnkZsXi2+INnL2GkJd1jLNH3uTiyXm4+T6DqK8g8eIydNoCWnW8fYHW4sJMDu/4jAkTJjDt7bcRBIGKigrGjhvPyTXjmbNGgale4DOFFxZXEup3iPl8IabTR2nFKzgxX0jlo0Nh9PLyRF1LPqmMzN3mtoOq0NBQJEmiV69erF27Flvbq3s2GRkZ4eXlhatrw9MzulvcSlIBhCtJ6FeXohzd+xMfvYSM1LOojCwpzLvAmcNTrhwVsHHshG+L1wCwcw7GxNybnLSD2Dp1wd1/JBlJW8hKv4ije3+MzSqftU/T/yHqK4g7+zVxZ78CKisFBw7/AkEQalT53YjQnZvp1KmTIaAC8PH2ZsCjj7Jt61bK9HqeVtoa7lUpCAxT2vK2PpFYyvEXjOmFBaHxl28rqEotKuLvCzGYqlU8HdAYUyOj23zyMg8rsg+qzq0kFeIv7MPcKsAQUAEYmzrj6N6ftIT1gIigUHPx5EeG42qNPS2DvwHASGOLk+ejpMT+AYCNY0fMLP2Iv7AXldoCJ89HAbC2b4tfq7eJPfMlmcmVGy6bWjgyeORi7JxqF7KsjYSL+9Drtbz80ksGP2NkZMQLL0xg/PjxxAkCzwt2hoAKoLdgyXKyOCIW0URpwjCFDW+WJ3ImM4s2TjeftazQ6Vh7IYas0lIGNPLGz8bmpv1lZG6H2w6qunfvDkBcXByennWT4H8guYWkAnCDndmv7M6uUGGksaaiLPPKcAosbJoaptAry6TFq9e5pmz62hJqhVKDf+tpFBVcQtRl8vSLfxg2Va6tyu+Gt4NQY2NaqNQE4obyBVfu5ZrPt/Nr8b8du9ifmGQY7/Pw40xs05KX27S+9ckyDy2yD7qeW0gqCEItPqi6jzI2daWoIs/w2cyyEUqVSa19r4595ZqSZPjyO3kMQFueT8K5xTw+dhkejTqhVKqpE1VLh9f5IenK5+qiM1etkbjWB1Ub6ob8feEicw4eoeLK/X0feYpmdnb8NnggKnmGS+ZfcFu/PadOnTL8y8/P5/Tp09Xarv33sHCtpEKVU7tWUsHM0pHUuLVoy/MM56Rd3oiuIh837/Zoy3IwMXOnZdfFtO21EtdGT3P5/FIyk7YBkJ26l9Kiy9g5d0OSRBIvLsNIY4GDSyCZyTsoKbpsGDcvM4KSgos0bj7wjgIqgN79HyUsLIywsKsVgxcuXGDLpk0M9PbGVKlilZiNeOVetZLEGn0OjqjwQUO6pGWHVICl8c0F/z49GsHexCQeFaz5QenNF0pPWmLCtyciOZKSclvPXubhQ/ZBNblWUkFXcbUaskpSwSegN8X5F8jNuPqdLi1OIjNpW+UMkqCgrDiJgKD3ad9nLY3bvEtRXjQXT84DoLw0k/TLm7Bz7gZAdtoBigsuEdjqMfS6IlIT1hvG1Vbkk5awDlNzB7z9u9U9oKLSpypVRnz19dcGn1pWVsaSJUvwtbWhh6cHm6V88iWd4ZxtUj656OmsMEcnSazW56BGoLm9/Q2vk1hQyPsHDuElqVmg9GCp0ocRCjvOZGfz+m5ZukPm33FbM1WtW7c2zJ7c6u1Qr9fXi2ENnSpJhb2bPqAg5wSmFv7kZx9Dryvi8ed/RhR1/P3LOCJ2D8fWqQvlJWkU5kVh6+CHi3sbkuIiCGw31zBt791kIiWFccRFfUt60lYKsk+iUBqTkbyLuKivKC1Kpv+wT3D1aseyLx7h5N5x2Dh1Rq8rJT8rAmNTW7oNnFHNxtsNqAAGPz6cjev+ZNRzz9G1a1c0Gg179+zBy9SE8S1b4GllyawDhzgnleMvajghFZOHHm80LBBTiZCKEYDkgqKbXuevcxdogQkTlVen5mcoXRmtj+XziOOsGvLwLN/I3D6yD6qdkIEzWPPDMxzbMwJr+46Ul6ZQmBtF264T6NLnTRJiDhB19G2s7INQqszJTT+EQqGkS983Wb98Ar4tXsfetQcADm69kSQ9F0/O42zY2xRkn0SSdFSU53DmyJvkZx3Dt0k/Qga+w+VLB4k7W7ncZ2zqSm76YUSxnMee++GO78XU3I5X3pjNVwumc+TQQZo2b8GhAwfIz8vju769cDI1Y3TaZl6oiKcdZqRLWs5ThikKNurzOEspWegQgdOZmbRxqn3/z0URx5CAd5Vu2AqVfwKfFexIlSrYn5h8x/bLyMBtBlVxcXGG/584cYK33nqLqVOn0rlzZbn+4cOHWbhwIQsWLLg7Vt5DKsqLiQxbTszZ7SBJ+DbtS6tOz6ExtrhGUmEZeZmHMDW3w9jUg/W/vYQkiZU6MZJIfnY4SpURbbqMJWTgTLavfQtzK/9aJBVakZcZgUJhhEfjsaTG/UVx3nG8/LvSutOXuHi2AWDMGzvZ9fcMUhJPoBAUBLZ+jN5D5mJkVBlBVc1S3Y7i1J5dW1mz4mfS01PxD2jKC6+8QeSJcLR5OUzv04F+OiVmBVk82dgfHysrVkWfY3d8AsaSwLOCLdGUkSfpGShYcUYqJVZfTpffVtLCwR4TlYqkgkI8rSwZ2bQJbZ2dKNXpaC5UT+7SCAr8MeZMdg6Td+ymkbUVUVnZ5JaV0cTeHnMjNSezslAIAr093HkmMABTtRpJkgi9nMgf5y6QWVJCMwc7Rjdrhq+Ndb387GUaDg+zD5IkidjoHZw6upKiggyc3VsQFDweOyf/q5IKG69KKrh6tiXqxDoiw1ZiamaDjVd7cjJjEEU9Hr6d6DN0HtkZF4AbSypUlKXj7P0YRfkx5Gcdx8O3Mx27L6BJ68dRKJSMenUzB7bOJ/rk3xRkJ+Hg4k/PwbNx9mhV5/vLzYrjxNEVkLYLs4JCXvTzJkGvJ/7IYXrY2zIyJBhfa2sA/nh8CCuiotl48RIZpWUME2zIkrSkoaWFYIqRJLCNfCZs2U4ja2sC7Gy5mJ2DiVrFQN9GPN7Yn8sFBTihNgRUVTQXTNktFjJq/SbaODuRUVLCpdw8nM3M8LWx5lxuLrnlFTS3s+H5Zs3wsqrMl43Ny2f52SjOZGRiZ2rCkwGN6eMlL08/rAhSHXee7dChA++//z4DB1Yvld28eTPvvvsux44dq7MRBQUFWFlZ8cp7p9AYNxzBtIryYv74YThZaRewceoCCOSmH8TW0ZenX1zNqaMrOLD1YyysAzG19Cc34wgVZVlYWDdBY+pKTto+EARGTdqInZOfYdwju74kbM+3tO/9ZzVJhbNhU6koy6FN95/QVRQSsftpOvZ8hY49J92WvSorO/x8TW572W/xV5/w5cIPadWqNYGBAezfv5+srGyW/PIHHbuEYFN8CfWGX0nedwau2QLi+U1bOJueyTJlI0wFJWmSlqn6y5Qj0VkwJwcdJ6QSTBAIwYJzinIui+XM7RbMx0eO4q5V8rHSw+B0yiSR0fpYnFAjCBArleMiqGmBCUekYorQE9y1K6ZmZuzetYsmtrb89Ehffjp1msUnT9FEYYKnZMQxSigURL5/pC9tnWt/S33QKKqooNNvK8nPz8fyIdHnuhs+CBquHzq04zPCQr/C0rY5Jube5GUeRact4Imxv2KkMWfND88gCEZYO3SirDiZgpxIVGpL7Fy6k5d5lPLSDDr2epUufV43jJmTeYlfF/WhcZuZ1SQVqiqU2/b8HWMzV6LDZyCQzegpW+7KvaUlneLvn0diaWZMj549iYuLIzwigtHNmvJ/Hdvf8LwdcQm8HrqHaQoXuiosECWJD8UUjkrFBGGKlaDikFSIFomOmKMVJCKkYrp7uKNRKtkRn8BSpQ/2wtVlyk/0qYRLxbQUTDgqFaNGoDsWxArlxEjluLu50aVLF/aEhlJcUMBPj/RFL0qM37INc1FBECYkC1rOiqWMb9Gc19u3vaH9DxIPow+6GXUW/zx9+jQ+Pj412n18fIiKiqrljPuX0+EryUw7R8vg7zC3qqxiKS6I5dSBl4jY9z0R+xbXlFQI+z8qyrJo0WYG5SXjOLFvPNvXvsWzr/xjGNfC2hVRryUqfDpegS9Uk1QwtwokPzuSy+d/RKFQ0Kzt07dl69Uqv2LsLW79hpSelsI3n8/n5Zdf5q033wSgvLyc58eMYd7st/ln6yFyzXyxGfw87vxK0sFow7lvtG/Hcxs3M1tMYbTCnj/FHARgidIbmytvfwfEQuaLqQQrLPif4MQiIY2PjxzlycDG/Hz6LF+LGQxWWFOKyDJ9FjokZihdcULF92Im26R8xigdmIADb5GMqNfz7TffcOrUKYYNG8Yvp86y5OQpRijsGKGwq7RfEpkhJjP/cBhrhg6W3xQfUB4mH5Sfm0RY6Nd4NB6DZ+MxQGXu5tkjb7Bn4wcYm1jXKqkQd/ZLXLwfo1HzKUQdnUb43sV06vEqClXl99PCyhWFQs2l059Xl1Q4+xWCoEanKyHu7DfkpB+k35Of3LX7iwr7GB8vN1avXoPZFX27H3/8kY/mz+fJAH/DDNX19PXxwvqgEV9XpKNFohyJMKmYdxWudFSYAzBGsmeKPgFzQcFkpTNhYhFzEpP4oGsXdsZf5n19MhMUDtgLanaJBeyVCpmocGCwwoYzUgnT9Ek0U5jwquDEz2IW69PSePPNN5k5cybPPPMMn4Yfp0KrxUNU85HC3bCp8hpy+On0GZ4M8JeFiB9C6lzm0KRJE+bOnUtZWZmhrby8nLlz59KkSZN6Ne5ecylqJzYOHQ0BFVRWx9g4deH8qfW1Syr4Dqe0OJHS4ssYm7li59yNjJQokuPDkUSRi2e3ceLQUjQmjmjLczhzeAon9j5PeuJmrOzaUFRwsVJmQcrn8bG/YG55azHDwCB3BnXTY6S6uWzCtezfsxNRFJn44ouGNo1Gw/hx47h4PprkpKtKyBKAXo8+szKRvJWjA1M7tOcC5bytT+SYVMwjCmuUCBwVizgtldAJM1xQEyYVoRAEnlLYUqDV0snVhUd8vNkh5TNJn8BUfSKJVPCewg1nQY0gCDytsKUCia/0aaRJWgZLlhw8fJiSkhJatmxJ165d2RwXhwKBJ4SrZdAaQcFQwZro3FwySkpu70HI3Hc8TD4o7txuBEGBW6NnDG1KpQZXn6fITD1LYuxBnL0eryGpoFSbk5N2CIVChWujpxH1FRza9RnlZQVkp8ew4+/piKIWMys/Lp78iGO7nyUm8mPMrAKQJC2R+yeQkbSJ4H5TaRr0ZL3fl8rKjtf9NhF57BBjxo4zBFQAzz33HGYmJuy5nHjTMVYMHoiRsRELxTS+FtNxQ007wYxTYgnhYhFqBPoIVhyRigHoqDDHU6EhMiOT+T26karQMVNM5iV9PH9JOQwXbBkkWAOVS4FNMWaNmMM+qZAnsUan17Nv/37MzMwYM2YMEampnMrK4jHB2hBQATwmWGMkCLe0X+bBpM4zVYsXL2bw4MF4eHjQqlXl+nlkZCSCILBx48Z6N/CeItQmiwBIIjWLeK8cqipBliAu6jsyU3aCJLLm+6cRFCoksbJyxdjUjTY9llGcfx69vgxz60CSLi6ntDiWJ8b+jLNbq1o3Q76Wui73Vbs1g1JD9furqu6r2uG+arbKjcplQH1mCkoHV55r3pRnAhuz7tIlPjh4hFNiMX+Qg/bK83JAhf6aZ2codUbgQk5utaf2huBEa4Vpjb6HKeaIWIwtyis2V9qk1+tv8PSvLamWZ6keVB4mHyRc+WN9vR+SrvnNr1VS4YrcQW5GGBdPfAhA+N7vCN+35Io8S+U5jZpNRqHUUF6SirGZGzptIZH7XyRkwAyat38ajXH9z7QEBrnzrLicyEVrABBrKSyQJMngg26El5UV+0Y8w5GUFKaG7qOsXMd4fRxZVPpYIwT80SBcIwNRJb8Qk5uL9opUgwLogSWjlNUrBvVAMlo+EdMwvWKLwe9cI/tQm+iEJMk+6GGlzjNVHTp0IC4ujg8//JCWLVvSokUL5s2bR1xcHB06PFhS/X5N+5OXEUZh7tWlr6L8C+RmHCaw9WMgKGpKKlxaWSnamRFGSuwaPP3H0K73asws/VGqzAls+wH+rd+hrCSZnLT9WNg0xdo+CL22iMykrQS0GIiLR5vbCqgGddPTxK0YB8u6BVQAIT37oVQq+fqbbwz2l5aW8sMPPxDQpDmu7p6GvrlmvmgHP497SPNqYxipVDwVEIC1RsMZynhcsOEnpQ8LlR44oiYPPc0xRS9JrBZzsDIy4rezUcTm5zNYsGaJwgsHVPwp5aK9EoxKksRKMRs1At8oPBmjsCcHPcYaDSYmJkQcO8ahw4cZ5NcICYk/xJyr9ksi/0i5NLezw9G0jg9E5r7hYfJBjQJ7ARLJMSuu+hldCamxa3Bya4WVnTcpcWtqSCrodcWYWfoTHTETc+tAWnX7AQ//50ES8fAfTZvuy1CqzEi8uBxjU2esHdqhMXYg6eJvmJjZ0brz6LsWUA10PUXFqZNYGmvo4OrCz0uXVtsg+6effqKkrIyeXre3UXInV1cG+zYiBz2uqFmk9ORHpQ9DBGvOUoYnlTIvB6UiEsVy/G1s+CHyNL6CMQuUHjwiWHGQQpKkCsOYJ8VizlPGRMGBWQpXTFGiBDp17kxhYSE/L11KR1dX2jg48I+US8k1el5rxRx0SPTwuHcbPcvcO+o8UwVgamrKi9csGz2otGg/nPOnNnD60CSsHTsAAnkZYTi4NsPFvTVIIqnxf5GffQIzS3/yMsPRVuRhZulP4oWfcXDvh0fj0RQXxFBccJHAdnMMulM56Yc4f/x9UuNbodbYkJdxBFNzOzr1mnxbtvn5mmCkKq5zMFWFg6Mzr/3fLD6d9y4HDx4kMDCQgwcPUlRUzPfL1tbpLctMpaJJuZrRV970nFAz84pMwh9SNsukbNKlCuZ37saMfQdpIVyVVJiMEx+IKYzTx9FaMOW8VEYKWl5ROOKlMMYLYzIkLVvK8xkzZgyHDh2ijZMjzzer3Ovwy2MnOCaV4CWqOUEpFQr4oXPHO3soMvcND4sPsrB2pUvfNzi4/VPyMo9iYu5NflYEklTOgGd+5Z9fx6OrKOdY6AisHTpSVpJEUd45lCpz4qMXo1BoCGw3B6VSw/njs7F37YNnwFgAfFu8wYUTH3JsdzSWdq0ozDlFeWkGA4d/iVJV/zscVFUlC8LVGZ//a9+Ocdu207NHD0K6dycuNpZTZ84woWULfKysbntsMyMjjBCYqXTF9Iri+hilAwm6cqIp4x19EqekEvp5e/HXhYsAvKtwxVZQ4aEw4rS+lEn6eNpjRhkSJymhjWDKAIU1KkHgLUHBNH0So0aNIj83F315GfP690MniYzfvI0X9HG0wZQkQUuMVMbLrVvhYdlwih1k/jtuK6hav349AwYMQK1Ws379+pv2HTJkSL0Ydq+QJImYs9s4HbGKksIs7Jz8UauNSU8+A4B34xD6PP4Rced3A9Cs40LSLm+krCQFW+dgJEkkI3EzAKbmXsSe/Yrc9COAgvLSTCRJRBAUBAS9S/KlABLOfY9SpcHRrRl9H/8IcyvnW9pYWpLLhuVL+eLUJow1RvQf+BhPjxiLxtgYURT5eO4MNv3zB+UVZTg6utC6bUdiY84hCAK9+w1i+HPjMTMzZ9yLr3I+6jTbN6/j0oULGJmaEdytJ5/New+dtgK/Js05HXmMlIQENBo1Q5t4McneEeV19mSWljLgSrJ4FUlUoEEggQqQBJra2bH24iUkScIPDcv1WRyXijGiMg9ql5TPXqkQJQLzle40F65Gi80EUzZJ+eSei2Zc82ZklpQwcsMm7E1MeMTHi4jUdI5qS3E2N2Nqx3a0uo1d6iv0ev48f4GtsXGU6/S0dnJEK4qcyczC3MiIwX6NGOLni1JWV24QPEw+CCA7/SLHD/5EWtJpzCwcaNziUZLijpKXeQgLaxdCBszAzrExFWUF+DSfQnlJKoW5URhp7PAMGE/iheWUFidiZduajMubyErdQ1lJKsambmjL81BrrHFw642xqStnw94iK2UXFlbOdHtkHo1b3HoTZEkUOXdqPdHH/6S8LB9nj7YEBY/HyrZydubimS0c2LaAsuJMFGpT2nfqwqHNxRTmZRLUxJf/eZhiCgTa2TK9fTvmh4WzecMGBEGghb0dF7NzGPb3enysrcguKyU6KwdRkmhiZ8fsrp3xui7gSiosxFdhbAioAHIkHaVIlCJyVirBwcQEvSgSk5eHIypOSMXsFgsplvQ0F0xwkFSEUYwEPCnYMFJhj+rKy2VTKlXmM5KSGOLni4lKxQcHDyEg0N/Hh5OZGUQUFmOsVvFC4xa80ub2pCWOpKSyMiqa5MIifKytcDE3JzI9gzKdjs7uboxq1gR7E5NbDyTTYLgtSQWFQkFaWhqOjo4obvJHRhCEOxLea0ilzPu3fkzEvsVY2rZAY+JKdmookiRi6xwMKAySCl37vcU/y8bTrNMirO3bGM5PillB0sVfMdJYUF5WhEJlbBD/zM8+gaN7f/xaTUMQBNIS1nPp9GfYOodQkH0cjbEZw19ei6W12w3tq1BIrPu2N9lZ6fTt04fS0lJCQ0MJateJ75f9xYjH+xJ1NpJ2bdvi4eHBps2bkSSJvn37IkkSu3btxj+gCb+s2sirL47kyMG9+AvGNEJDuFRELnqaYIyDoOaQVISERDDm5Aoip6QSvM1MWde9E0rnq1Pbj6/9B7sCPTOVlZILe8QCFoppuKCmpWDKGamEJLRYWlpSVlyCoNejADoJ5pQgEi4VowCMEShCYonSGzfh6pvyN/p0tkv5LO7fl0k7dmMpKQjClAipmGx0BArGeKG5bUkFrSjy8rYdHE1No71gDpJEBMUYozBIQhyXShjg482CHiENOjfiYSlnvts+CBqOH0qKO8pfPz+PSm2JtUMHcjPCqCjLxMKmKaYWja5KKoz5hY0rJ2Fl3wXfFm8Yzi8tSuT4nufw8g/hcswhJERsHTujVJmSnbYftcaGll2+xsjYjoqybCJ2PY25VSB6fRElhZcZ8PSiyvSGm7Dj7+mcCV9F585dcHdzZeeu3ZSV6xk2YTUJF/ezf+tHODk60L1HD3bv3k1mZiZBQUH4+fmxd88eCvPzWBLUgoTSUt47GYUFSjoKZiShJUoqxQolnQVzw3c8AA1OghGHpSIQBP4cOphG1+jRLTkZyQ8nTvGLwgdzQUmGpGWqPpES9HQWLCiQdERQggJwdnUlNSUFCWgtmGKPiqNSMWWICEhUAKMV9jyluLq3ZKRYwgwxiacD/IlMzyQuP5+OmJEv6TlDpb3tBbM6SSqsij7H3MNhNFIY4ycasZ8iyhBpJ5hhjoIwirE0MWbF4IE4mZnddKx7ycPig26X25qpqpaUV8v+cA8KuVlxROxbjFfgC7j7jSQ5dg1ZKbto2bWmpEJm+nkcXJoRE/kR3k1ewdyqMTkZh0m8uIxmbYdxPnIDao01rbr9YNhUuUoDxsapCzptIfHRi7Fz6Ulg21lUlGUTeeBFjuz6kn5PflyrfYFB7oSueoP83Cw2b9yIp2dl3tPRo0d5dsQIPv3oPaLORjJ92jQmTJjA4sWLAVi3bh0BjRsDEBUVxRNPPslXn83jyMG9PC3YGpbttJIDM/XJFKHnY4UzKWiZok/AWTBiqtKeLWIe3xRnsC4xlceu1a1q2ZyZ+w/ygz6D3oIl34kZdBXMmapwQSEIiJLEZ2Ia+woKsLS2piKvgK+VXjhe0Yg5KZYwU0zicWxYSQ5z9Mm8oHDEWVCzTypki5SPp4UFC49G4CMZ8aHCjTz0bNfn35Gkwva4eI6kpjFX4U5rhSkf61Owk1QsUnphdeVNN1QsYGFcPE8FBtDB5dazhzJ3l4fFB0mSxJ6NszG18KVZp8/QlueQfnlT7ZIKm+bQpssYDu1YiFpjh4Nrb8pKkomPXoyZpTMaE2skSUezTgsNmyqXlaRxct8E4qOX4OjxCPFR36FUmdGkw0eo1OZcODGH0I2z8Wv+CCpV7VtOpSVFciZ8FXPmzGHEs88ClQHp408O4+Cuz0i+tJ+2bYNY9uuvpKSmsnr1at56801efvlloDJ389kRI/gqL5/oi/F4Cho+UXhgciUp/y8xh6ViFo8prJmII7P0SeSg4xOFM+lomaRPYMb+g6wc8qjBpica+7P01Bnm6FN4TmHHejEXPRJLlD4Gkc8wsYg5Ygrm5uZIwBSFE30VlTNehZKeKfoEzFCgA1aIWWgQ6CCYESOVs0TMQIWAk6kpsXn5LFJ64i1oeFN3mUZomK/0qJOkQkF5BZ8ejWCAYMUrgiMHFUVsFwuYrXCjraIygMqStEwpTeT7yNO3tUm9TMOgzmsbJQ9wqXrcud0olBpcfYYBkJN2EBvH2iUVLkXtYOjzP2Hv5MP54+9zLHQE8VHfENhqECGPvENFeREu3k8YAioAR/f+qIysOH9sFpdOfYq1Q3v8Wk0FwMjYDkf3R7gUtaOGXSorO0M+wuG9Wxg8eLAhoILKxN327duzZcNajI2NGT16NAA7d+2iT+/eeHp4sG/fPvbv30+jRo3o3r07m9f9CcAwxVVJArWg4HGFDQlUkI4ON8GIroIFYVLl1jP9BCvMUPBbWhoJRcVoRZGjqanYaDS81Kol2xSFTBYvU4zIUwpbFFVSE1dkEkSgMC+f3oKlIaACaK0wxR8N8YKWdxSuZKJjlpjMRH08v4vZ2Bkbs6R/X87l5jJUsEYjKAyzWzeSVNh4KZYSrbbWn3Po5UQCBGNDxWHYFUkIq2uWDnoIFjgq1IRevlzrGDL3jgfZBxUXpJOZGoWrz1MolRpyM47cVFKhaZvHadt1AsmXfuP4nlFEHX0bU1Njnhy3nNSECMytAgwBFYCxqTOO7v3IStnF2SNvoNMW0azjJ6iNLCuv4zuCspJcUi+fuKGNsdE7sbGx5Zmnr2roWVpaMvq5UcSe3U55WSkvTJiARqMhdPduNBoNY8eOJTIykl27dpGXl8fYMWM4Gh1DoU7HUMHaEFABDBasMUEgTCpGLQg8obAlCS1JaHEWjOghWHI+O4fjaemIksTF3FzOZGXxXnBn8kwrc5+OSMX0E6yqqaZ3VJjjhpqYmBisUNJbuOqbLQQlgxTWXKaCjwU3HFHzvZjJBH0888VUihD5ul9v9iUm01Eww1vQkC/pOE8ZQxU2NSUVEPgh8jTJhbVv2xWWmkqZXs/TClsEQeCoVIwvGkNABWAvqOmFBaHxsg+6n6hzorq1tTXt2rWjR48edO/ena5du1bTGLmvEQSQpKvlyzfY5R1JREDA3NKJp19cRXZGDEX5qdg5+mNu5YyoqyzprXlu5WeFwhi1sS0BQe9Xm02pyre6lutFPZUKodY39colj8q90apWdAVBIDExkS7BwRQUFABgZWWFm5ubIVO0piRBlaTCtRZX50JmLkNCD2GsOELZFVtUglBtrBtJHdxoTKiM8DsozFkseTFWiqeDszOT27ahtZOjQXdKuqbvza4zfd8BzFQqpnZsz7CAxtWvIwhI10xiCdRWss6V8uuGu/T3sPLA+yDg+t/0G0kqCAolIQPfoX33l8hIjcLE1AYHl6aVfuXKXonXUyn7ogD0BLabi7mVb7WR4VYbXAmIolRTjkUUDfszitf4IFEUGfr441y8WJkgrlAoaNeu3dXzrreP6j6i6t4V1xzXSyKjN2/FRKmiVH91g2XNlaVhgau+7Op9XxWiqM0HVQnlmCtUfC/4MEmXQIWZinEtmzO8SSAAi0+cvMZe4Yb2i0j8fTGGfy7GMLCRDx90DUajUl535rVSMzXH4co4DTj7QKYW6jxTtXfvXoYMGcLx48d56qmnsLGxoVOnTkybNo0tW+7OVgb/FY2a9EEUtSTHrATAzqlrrZIKOekHcXBtamizc/TDy7+bIclcoVJhZulIatxatOV5hn5plzeiq8jHyfNRyktSyE7dazhWXppBZtJW/Jr1M7TVJurZq98gNmzYSGxsrKHfwYMHOX78OI8OeZLy8nJ++umnyvMDAzl95gy9evVi29atbN2yhZBu3YiKiqJT1+4IwOprJAnKJJG1Yi4+aHBERYJUzgGpkM5CpULxJimPYkQ++eQT1CoVAZIxnys9+VHpzSCsESWJ119/HSWwWp+NvqoEXJJYLWajAPwa+7NLKiD1mvLlcLGIi5TTSTBHkiRWk4tGoWRR7x60dqqsEnQ0NaWZnS1/S7mUSSLtBTMkqCGp8JeYgzdGLFZ601lvyvsHDxOWklrt59zL05MLYhkRYqUoYCfBnM1iPrnSVee8UyogU9TS28sTmYbFg+yDzC2dcHRrSXLsavS6UmydOiNJNSUVkmNWYWruiLllZe6giZktXn5dcXRtZnhR82vaj+L8C+RmhBnGLy1OIjNpG6YWXqjUliTF/IYkVeagSaLOIKng4hlUq30qKzsCOjxFfn4uK37/3dCem5vL8uXL6d6rP0ZGRixevJjS0lJCQkIQRRG9Xs+yZcs4eOAAM2bM4NixYzg5u2BlYcXfUi7F0tU8uH+kXMqQ6CSYUy6J/Cnm4okRrqhJkirYSxHPjhpF04BAjESJdxQuLFM24i2FM0oROrbvgIm5OdukfDKlq7PVB6UiUtHSokULCtCzTco3HMuXdGwW8+gomKMQBE6KxcRTzqtt2xgCKoBe3l6ES8XESGVYCUqaYszfYk1JBT3wicKDVxSO7IxLYMHRo9WeYydXF0yVKlaJ2YhS5b3GUc4R8erMVrqkZTeF9Pb2usVvjUxDos57/12LXq8nPDycxYsXs2LFCsOXp640lARRgMM7P+fI7i8wtw7A2MSV7PQDSKIeG8eOIFRKKggKNT4B3RkyavENx0m4uJ+/fxmHoFAZEtUL86IQBBU2zj3IyziIqC/Fyq41KiNrg6TC8Jf+xNqz2Q1FPfPychk1rD9JlxPo2bMHJSUlHDhwgC5dezLo8aeY/kZl3kKzZs3IzcnB2MSEbVu3GpJ79Xo9vfv0oUXr9hQXF7N39zY8BSN80XBMKqEQPY0FY2xQES4VIQAdMScTLRcoZ/Rzz2FuYcGyJT/wM17Vpu3fk1IQm/pga2/P7tBQHFDR4kqiegY6LC0tad26NQf37UdAooNgTjEikVIJRgh0xoxYhZZEsZyZnTtWc2YAkRmZTNiyDY0o0AYTTlJKrqTDR9DgjRERUjFaJOYq3QkUTJAkiSnSZbzdHPmyby/DODpRZPLO3exPSqa1YIogQSQlqBDoKJiTjY6zUilD/XyZ0y1YTlRvwNSXD4KG44dSL5/gz59GoVBosLJvR15mBNqKXEwtfDGzbEReZgQ6XREKQcHL755AbVR7dZiuoowfP+lGaXEWVvZBKFXm5KYfAiSs7NtRXpJCaXEixqYuWNi2rCapUFsF4FVJBIHP503lr5U/0KZNG9zd3dm7dy9KlZolP//Bs0/0Q5JErK2t8fX1JTw8nM2bNxvyOgE++eQTli3/jffmLmTGGy9jjEB7wYxEqYJLlGMlqAjChONSCQXo8UWDg6AiXCrBy9ubufM+5NkRI5ihcKXzlW1pALaL+XwlZTD/o494Z9o0lAh0FMzIvZJQrkBg4KBH2bZ1G1qdlkDBGEfUHJWK0CLRElMEAU5IJXR2ceGb/n1QX1MYUaLVMnbzNs5l59BOMKVQ0nOOMkxR0E4wI0GqII5ynhVsGXklV3W1mM0actk74hnMja4W4Ky9cJFZBw7hodDgJxpxiCLKkWglmGKOgghKcDA14bfBj2Jv2nArAB92H3Q9dxRUnTt3jj179rB371727NmDVqslJCSE7t27M2XKlDob0VCcWRVx50M5Hb6Ky5cOo1RZ4eDai4Kc00hI2DkFU1xwCUmfxKhXN9x0nPTkM+xe/x45GTEoVUZ4NOoMgoLC3CSs7X2wtvMkJeE42ooSPH270LrzaEzMbFFZ2TE4RLzhljOFBfmsXvEz+0K3o1Yb0f/RoQwdNoKfFn/O8qXf0aFDe/aG7kGv1eLh402vnj05fvw4CAJBQUHs3LmT7PRM2nTojLWdPUcP7ScnMx1nVxcef/xxIsLD0el0BDZpwsZNm8jPyUEEXnzxRWIvxRJ+NAypsJg+ghXnpTLKEfHCiAiKKULCzNwcF3c3zp8/j0KSkASB3n36oNVqKSoqIiAggAMHDpCYkICVRoOvtTVpxcXklpVjbqRmVLMmjG3RvNZ7v1xQwG9no4nKzMLBzJQmdnZEZ2dzJDkVCx28r3TD9UrlYKpUwVx9ChkKPW2cHBna2I8BjXwQBAGtKLI+5hLbLsVRrtfjZ2vN6cwsEvILUCuU9PXx5J1OHVErrxeQaFg8rA6tvn0QNCw/lJcdz4mDPxN7PpSCvBQ8/cdQXHCRivIczK38MbMKICZyPmPf2ou17Y1nUysqSghd/x6x53YjinocnAOxc/InM/U8GmNzXDyDyM2MJT/nMjYOPrTu/DxObi1qjFMVUFW95EmSxI6t61n350ry83Np07YTI8e8SElxMYP6dGDc2LH8+edaSooKQRB44cUXiYqOJisri8DAQAoLCti5YwcBTZrTvHU7Tp2M4PKli5RWlPP6669zLjqa9JRUfAMaExsby/FjxxCAbiEhuLm7c2DvXhKTkxmEFdnoSUeLC2py0HGOMjRqI9y8PElJSaGspAQJ8PP3p3nz5iQkJODu5kZJaSm7du7ERKnC08oClaAgvqAAhSDQ2c2F2V26YK6pqddVotWy9sJFdsdfBgHaOjmRW17OwcRkkouLeE/hSvsrgV6ZJPKzmMkWKR8/a2v6+ngzomkgVprKIoDj6Rmsij5HSkEhXtaW5JaXE5mWiV4SCbCz5b3gzjfc/7Ch8LD6oBtR56DK2dkZrVZLr1696NGjByEhIbRoUfNLWBcakjO7lq1/vEnchSMEdV+GoKhMP5MkPSf2jsWzUSsGDv/yrlw3MMidJm7Ft72PXxWb16/lrcnjAWiuNMNVVBImFVOInk5duiCJImFHjmCJkg6CGckKPWf1xUx46TWKi4vYtW09e0JD0Vz5wkuSxKDBg8nKyiIrKwuARioT/HRq9lFIORLtMMNcUHD4ypteJyplEk5QggA4OTuTlZXFgf37cXC4qh816dVXOXfkCG+1C2LKrlBcXV3p0rUrpyMjORsdzdsd2/Ncs6Y17vFGzDpwkP0xCXwveKMSBGKlMqbpk1BRubyXKug4LZYwPDCAmddV0iTkFzBqw2Z0Wh0dMZMlFRo4d8MHQcP0Q7HndrNu2Xhadl2MhfXVmduEcz+SfvlvXpoRgUptfNeufzWn8/b2FS0uKqRLG18kvQ47hZrWemMuSWXEUI6rqysdO3Zk04YN6HU6OgnmKBA4IpTQyK8xr0+bzUvjnua35cvp3LmzYczvvvuORZ9/jkajQV+hxViC9qIJ0VIpyWjxxIimggmRUgmpaGmEEd6CMYekQrSAibkZRUVFzJ07l2eHDzeMu2XLFia9+iq/DOzPewePkFVeTp9+/SgtKSE0NJQ2To5837f3bb9YHUpO4cVtO1ig9KCpYEKFJDJTn8R5yuiAGUZCpUyCi4U5ywcNwNr46s9NJ4pM2rGLQ8kptJUlFe5r6pyo7uzsTHR0NJcvX+by5cskJSXh4+ODubn5rU++z2jd+XnOnVzHueOz8fAbBYKCpJgVlBUn0abL53flmlVvhGpl3f+Q+/hWVimOU9jzhGALyso8o7elJHTlFVRUVNBIYcJ8we1q+a8ihx8Xf87iX/7gz9XLeOV//+PVSZPQaDT8+OOPnDt3jm+//ZZX/zeJfljwinST8l/9ZawEJdOVrhwQC5kvpjJwwAD++vtvxk+YwLRp03B2cmLNH3+wZcsW3uvciY/CwukSHMz333+PWq1GkiTmzJ3L5ytWMNi3UTXHczOebdKEfy5e4iMplWcUtizRZ2CHioVKD4Mg4AZyWXLuPMMCGhNod1WD5stjxzHSinyt8JYlFe4DHiYf5N24Ozb2jbhw4gO8m7yCqYUPOWn7SY5dRVDwuLsSUFX5oEpuP6ACMDUzx9zEFJeCMj4U3FErK/3MMn0Wa9PScHdzQ9SLLFJ60kiotD1eKuf1mAucP3+Wps1b8dbU/2PmjHdo1qwZu0ND+errr3nmmWc4HnGMnAuX+ELphVIh8Lw+lr6CJZMVTpX6ZJLEfH0K5yjjM4UTY7Bnkj4BjbExISEhfPTRRygEgS5dunDs2DHmzp1LJzdX9iYmkavTsWnz5hoyNZtj43jM3++27r2Tqwv+VtZ8WpDGBMGeRKmCaMpYoPSgiVC5fJcsVfBa4WWWn43m1bZX9Q13J1zmQHKKLKnwAFDnRPWTJ0+Snp7OjBkz0Ol0vPvuuzg4ONCxY0emTZt2N2y8Zzi7t2Tg8C8pLYwi8sBEIve/QHH+KQY8/Tkunm1uPUAdUFnZMXSQdbW9/OIuXWT3js1cPB91W2Mc3LcbE4WSwdfIDJgICgZjxdFjEZw8fYqhWFGEnjCxiPNSKUOwwkihJC7mAl8uXs7ZqGieHDaMQYMHs237dj6ePx8kCb0k3rr8V7Ak7MqO8MGCOY6oOHDgAL/88gsF+fk899xz9O3Xj99++YVJQa1p6ehAUkEBL7z4Imp1pcSCIAi8/NJLlOt0HLouwfxmBNrZsqhXDy4Z6XhDf5nzlDFEYV1NYXmAYI25oGRPYvXd4/dcTqS/YCVLKtwnPEw+SKFQ8vjYX7G2deJcxEyOh44k4fyPNG/3NMH93qr36127zOdgKaCR8jkbsZ2wQ/vQ3kCi5FqSkxLILcjjSYUt6mvyLYcpbBBFkQ0bNtAOU9ww4rhYzDGxGGfUdJRM2b11I9/+tAp3Tx8mvfoqPXv1Ys6cOQwaNIh3pk8n5lIMgxTWWAhKzkgllF6RbqmaSVYKAsOUtuSi5yJl2Aoq+gtW5GZl89G8eYR068Y7M2bQo2dP3nzrLZpbmPNp927sSUph8GOP1ZSpaduW3ZcTa9zjjVAIAt/274ObvTXzxFSWS9m0wMQQUAG4CUYEY87u+IRq5+5JTMJXYSxLKjwA3NHef9bW1gwZMoSuXbsSHBzMunXr+P3334mIiGD+/Pn1beM9pXGLgfg26UNq4gmQJJw929xQFO9OuTYB1N4CCvLzePv1F9m7e7uhT8fO3fj0q6XY2d94CxZBEK6UI1ftxV7Jteu7W8V8PiPNUL7riREilaXQFRXl6K5xnKIoUl5ejsWVKd3bKv+95rN0xaYWzZuzeMkSHn30UV5vF8RTAQFYaoy4mJtb2e86iYgqyYi6ztX18vKkm4c74alpvLhtR62CFtWfTBU1pTNkSYWGzcPkg6xs3Hn25b/ISjtPcWEG9s6BmFnceiumunC9dAvAj999zrdffExZWSkAjk7OzPv0O7p063nDcYQbyAyI1xzPkLQ8r4+l6EqrGQpcUGMuCGi1WioqyqudW1ZWZvAJkmEcqn2+/joYjksggLm5OV999RU9e/TAG4npnTsahDkFoXZBWb0oGrT2bhcXczOWDx5ITG4u7+0/BNk1NdWq/OK1CLXcS+X9yJIK9xt1nqn6+++/mTJlCq1atcLR0ZGXX36Z4uJiFi1axKlTp+6GjfccpcoId5+OuDfqVK8B1bWintfKJsz8v0mcPBbGos8+4/ChQ3z7zTfExpzjjf+Nuel4XUN6Uybq+UfKNbQVS3rWkU/nDh0xMzUlmlImKBz4RenDXIU7eiREJKytbXlz0jjat2/H5k2b2LljB0OHDuW9WbNAkjA1Nr5l+e8uqYBOV+QX9kiFZKKjb9++6PV6vv3mG6xNTBjVtCmWV5I/fa2t8bS2YvHixZSXVzpSSZL46uuvMVar6OLmWudnqlYo6OLmShdXFzZIeRRdU6q94Urpdq/rZBJ6eXmwRSqQJRXuEx5GHwRg7xyAl3+3eguoAoPcGTrImqGDrGtIt2xa9yefffw+I0c8S+ju3fzzzz/4+/ky6YURJCcm3HBMV3dPbKxs+EPMoeyKzIAkSawWc1AqlPj6+xFLOUGCKd8qvfhO6VWpWk45paUl/G/8cHKy0vnxxx85fOgQ8z78kF27djF37lx69+7DZqGQfElHC8EUMxSsvOKTAHSSxBp9DnaoaIwxmZKWbVI+tldyObds2UJicjIjmjappnTe092NDevX15SpOXGCXp4e3Al+NjY8GdiY01IJp6WrgVWCVM5BimrIJPTy8iRWLJMlFR4A6pyo7ujoSEhICD169KBHjx40b157lVZdaIgJonebGyWAJiddpm/Xlsz/6COeeuopQ/u27dt55ZVX+GvzfgKb1p6Uu3HdH/zflBcAaKw0xVVUEi6VUIqeVm3aEHniBE8Ktjx/pdQXKvMZJukTsLaxw1hjxJ7Q3YalOEmSeGzoULKyslCr1SQlJeEqGBEgaThIIRVAK0wwR8lRihGRaIcpRYicpQwBCAgMpKSoiKTkZOaHdGWgb6NqNh9KTmHSrlBsbW3p1KULpyMjuRQXV6ukQl24mJvLmI1bEXV6gjAlDS3npTKeb96UqR3aV+ubVFjIqA2bKSmvoB1msqRCA+du+CB4ePxQle8Baki2VPHs432wsjDl56VLDW3FxcUEd+3KiOcnMuWtmbWOXVRYQHCQH4giFihoJWqIFbQkiGU4OjpSWFCIZZmW75U+KK98r0RJ4mV9PKmCDlGSWLVyJe3bX/2Ofv/DD3zyySe0b9+eiLAw1Ah0EMy5IJWRhhZn1IZE9Rx0eGCEp2BEmFTpk0xMTGjesiVHwsLo7+PNJz1Cqs1A5ZeX89zmbSQVFdGzZ89KmZqDB+ns5so3fXpVk1SoC1q9nonbdhKRlkYbwQw1cEwqwdvKil8HDTC8XELlrNjru/awOzFRllS4z6nz8l9GRsbdsOOh4vry5Gupegu8VnEYoP2Vz5cTYmsEVeeiTrPsp285sG83VlZWfLJgAX+s+YPsrCyeaNmCrKwsgyhiU6F6Yqu3oMEEgaLCAjp16GUIqACSkpKQRJHs9AwUahWt2rTH1c2DsAOhmOUpeUqwJopS8iQ9/QVLjkhFRFCCOQoGClZESyVkJMQT7OrKx4MG0MKh5ht2FzdX1gweyG9no4k5cpjGpqa8O7A/7Zz/XXK4v40Nfz4+mN+ioolMz8TF2IpXGvvX+ubpbmHBN337MPfwEY7l5aFWKHnKx593OnVs0AHVw4rsg+6c263mu5wQx9gxz1drMzMzo2nTplyOj63RPz8/jxW/LGHb5nVotRUs/PRTTpw4QdTpMzR1dWFY06Z8tmgRCkmiuWBpCKigMhepuWBKulSACLRte3VbnfLyctLT00EUOR4ejpObJ526dOPMwZ2kpxTyFDZkCjpSpQpaYUIOOiIpJVPSEoAGf4zZUJaPKjmJD7t1ZZCvT40lPSuNhhWPPsKac+fZf/oUKoWC9zp3Yqi/7x0HVABqpZLF/fvw14WL7IhLQCeJvOoZyNMBjavpVQEoFQo+7tGN2YeOsP9yEnpJpLmdPe8Fd27QAZVMTe4op0rm33OjN0QPr0odpSNhYfj4+Bjaw8IqVZF9GvlX639w325emTAcZycn/P0acfjwYTw9PVm85Kow6Qdz5mBkZISuooLTUintuVolFSuVUYqErZU1x0+coLy8HI1Gw/kLFxj+9NNIRaX0FCzIEEUiT4TjH9CEZ0ZP4NdvFvEY1jwrVG5mLEkSiaIWR0lkgcqTfEnPWDGWSc1bMu4GmlNV+NnY8H7XLnV+hrfCxdy8xqxUbSTkF/DSth3otDo6Y0aOXscf5y9SVKFt8JIKMjK3IjDI/er/b/Aydz3ePr6EhYXxv1deMbQVFhZy9mwUz43rXq1vXm4Oo4b1JzUliR49ehB36QKJiYnMnj3b0CciIqJSEV6h4JRYgl6SDIGVXpI4JZUgXtkmLCwsjM6dO1NRUcHY58cQERFBe8EMY0lBWGoKEYcP8Pm8OTwx5kV8FcY8r7gaHW4R84gUS/lW6Y2DoGaWPpkAGxsW9+tz0/u1MDJifMsWjG/576U5rsVIqWR4k8BbzrrrRJHXd++pLqmQkcXErTsavKSCTHXkoOo/RmVld6VcufY/1C6u7vQfOJT58z+uXv774Tw6B/fAP+CqdpMkSXw4ayrt27Xjpx9/RJIk+vbrx0svv8zMmTPx8fZm0+bNLF++nMmvvso3337LP9pcLEQlwYI5SVIFS8QMlMA7sz5i+luvGCQVPpo3D4viChYqvTG/UhW3RZHHN6uW8c2PK5HUKuZo0xgl2WKOgk1iHpFSCS8o7DkllrBMykajUjHU7/bKke8lsqSCzIOEysrO8P+q5HO1obD11gEVwOjx/+P1V57nvffeY9SoURQUFLDws88QRT3Dho+u1vfXn74lPS2FDRs24OPtzQdz5vDtd99hbm5O7969iY6OZs7cuQQEBGBvb8/Bgwf5SJ/CcKUdArBGzCEVLU2atERQCAZJhcTERMIiwpmvdKe5UGl0mlTBlNRkNh0+S9f27fju2Em0okSTK8t/P4mZtBBMKENkiT6DY1IxH7eofcudhoQsqfDgIAdV/yGBQe4YFR/l4J4EWjXzx8q3+qxTXl4ukcePMvTJZ9HpdMyYOdOw31e3Hn34eNH31frHXbpIfNwl3pv5DkZXppN//eUXJr36KhMmTABAqVQycsQIvLy80Gq1ODs5sSw9nV+pFPM00xijEAUyM9L5cvFyZk2fwpPDhgEwUeFgCKgA+glW/KbM43TkMRb/8ifTprzA2+mVJcdGShVqVPygrxzX08SEJb37YmtSu45OYUUFJ9Iz0CiVBDk53lPl8j2XE3lGsK0hqbBckU3o5ctyUCVz33BtJXElNZf5crKzOHUyAnMLS9q07Yjymu+eTqfjRMQRNBoNU96ayU9LvjDs8efm7sl3S9fg4upebbzQHZsZOGAAPt7eALz9f/9HaWkpH86bx9wPPwSgTZs2vDRxIgsXLsTV1ZWI1FSO6CvlV1SCgKenJxpjDZ9/t4ypkycw6dVXAWiCsSGgAnAWjOimN2XXlvX8vm4Xb0+ewML9uw3HTZVKTulLeVmfgKlSxZtBbXn0ujzOKvSiSGRGJgUVFbRwsMfO5N4ts91KUkEOqu4f5KDqP8LVR81374Rw8vhhQ1tI9z4s+PJHLCytWPL1pyz5eiHl5WUAOLu4suDz77GxtcfNwwsv75qOoWo/P/GaWgMfHx+W/forHTp2BMDf3591f//N8t9+A6AgL5+33qrUt/Hy8iIkJIR27TsgCALde/Vnx4HTHI84wrgRQ2qVTagqBz55PJzMjHRDu06vo2NwDya88jqNMsOx3nYQtWPtVUq/nD7L18dPUHZljzZ7jTFzQoLp5uFea/+7jyypIHP/c7NcTaic2f78kzn88v2XaHWVla6uLm58+vXPtG7bgYijh3j7tRdJTUkCwMhIw+jxL9O5aw9MjE1p0bpttQCsCkEQ0F8jSaDRaPho3jzOnz9PZGQkCoWCovx8Jr70UmV/YOjQoTRt2hSFQsGTTz7J29OmkZGVi6OTC7+u3sSlmPO8P/01So9H1ryPK9fMSE/j1MmIaseMlQrmtmmGlb0zzR3sMbsmR/RaTmdm8n+h+0gsqqy2UwkCzzVryuvt29ZZRqE+kCUVHhzuPAtP5raoEvVcsWAYlyOPVdtR/fiBvcx46xXWrV3Jlws/ZMzzo9kTGsrff/+Nj7cXs6ZPwdc/oNaACsDLxxcraxsWf/ddNUmCr7/5BoXi/9m77/AazzeA49/3jOy9lwxJECNW7No1iqLoUpsuurR0oqWKavlVtWgpqlXVWm21Wmrv2psQiZCBRPbOOc/vjyNHjgRJJEQ8n+tytXnPe973yUnOnfs8435UPNa1K6dPn6Zxppq5aj/mqP0Iy9UyY8YMmjdvzmOPPcaCBQvIy8ulfSfDBqparZZmLVrTtl1n/lTSSC1UkuBPkUyqLhcvr2p8MX0idbDgC7UvC9T+9FQc2b1zCxv/WUtYzeqoFAXd1dgibd4QdYHP9+2nk96W+Wp/Zql98ctV8/rGzUSnplbAT+DOZEkF6UGksXc2/ru5cHBxlv2wgPlzZtJPZ8dCdQCfq6thfyWZFwb14Wz4KV4e9hQ+3p6sXLGCrVu2MHz4MBbM/YJL0Rdo0LhpsQkVQHDN2qxdu5azZ88aj+3du5ejR4/St29f0OvJiophssqHxeoAnle58sdvv3E1IYEhQ4Zw4cIFNm3eTMcujxufHxhUkyf7D+GkLpPD+gzj8Usil+2qDB7t3ptB/boi0jJMYmpWro5px84Qpsq/ZUKVkpPDS3//i1VGPtPV1VioDuBpxYnFx0/w44mSFVoub7KkQtVRop6qPn36lPiCq1atKnNjqpqCT44R4cc5fGiPyY7q7RQ7cvWC2f+u40LUeTp27Mjbb78NQLVq1Zg7Zw6tHnmElct/YOTr7xR7/ZSUZNLTUjly9CjtO3SgRYsWnDx5kvDwcACuXr2Kj2LGaJW78dPXWyoPzuiieP3113FwdOT48eOMfP0dqvn6m1x7zAcfM+BgZ15Ij6axzoLLKj2n9Rk8N/gFVq34CQtUjFN5YXm9avIItSsXdDn8/utPzHjnJbzbHObStuPo4i+i9rix4u7H4yepr7LiRZWb8dj7Kk+G6iP59Uw4bzUxXfV4L7we1ogBcfG8mBNVpKRCI3e3O19AqnAyBpm6eZhPq77zXKkl87+ircqO51SGkipuaBkn3BmSdYEZUz9Er9Pxzbx52NvbAzDmrbc4f/48Pyyay5PPDr7lda8lXkWr0fB4z560a9eOnJwcduzYgbm5OXFxceiBdxUP/BVDjb+eiiPXdPksWvAd4eHh7Nixg5DaoTz93FCT6z7Wow+/r1jG+J1baIgNFgL2KVlU8/PH1y+A1PTUojEVwZc5lzmYlEwjMIk9Bf6MOE9GXh4fqANwUgx/Ap9VnIkXefxw/CSD6ta54+tf3tpV86FDtWpMvniR+sK0pMIL9UPveXuksitRUlXwJpNKrnBXfOpVwxLk2orpmH0dxRKhF1y6dIG+fXqZPGZra0vNmjWJvlB0+XKBy3Ex6HQ6Znz+Of/t28fp06cJCgpi/LhxDBw0iLhLMdTF0qQ7W60o1FUs+S8pmVp1GzLqrQm0bd+5yLWrB9Vg1d87Wbr4Ww7+twsPRydeerI/nbr25NFW9QhUzI0JVeHv51j2NZKsA+GZSQTWX8X52T+anBOdmsqjwjT6mysqAjEnOjXtNq9oxfGxtWVF754sPXmK/XHxOJmZMT2oOl2rB8iVf5WEjEEGN2pMlWwVX2GXLl2kh+Jicsxe0eCjsuBSdBRBQUFFXucmTZqwZcvW2143NuYiTzzxBN4+PmzZvBm1RsNHH37Ijh07CA8Px0atNSZUBeoolqzQJ5GcksGY9ybR79nBWFmZrnDTarXMWfQLa1b8xN9rV5Gbm8urHbvy9HNDmTf7M6D4mAoQ3aYdjzvmE7PtOKjVqF1vFBKOTk3DU2VmTKgKP3dj5mV0ej3quyilUBZqlYqZHdvxx7kI1p2PJCs/n+d9gnimVs0S738qVQ4lSqoWLVpU0e2oUmo18iHE+8Z2D/4BhhVwx0Qmjyg3Zo0eFZkogK9fdfbu3csLzz9vfCwlJYXTp0/zSIdut7yPp5cPGo2GmJgYPp40yXh8127DvC3fAH9OJB4usnz5pDqXDo89wdQZc2/7fXh4evPWexOLHPfyqcaJ2Bgyhc64t54QgqMiC0ur2y/99be359iVVIQQxoQlW+g5Rw5P3cfCcS5WlrweVvlXCT2sZAwqeY2pW/Hy9OJIXDLdcDAeSxL5XMzP5BH/6uzesZlr167h5HRjs/E9e/bgHxB42+u6e3ix/8ABPvroI2MMy8nJ4YtZswipVYuoCxc4r842bqAMcExkYWttw+Kf12JmfutdKszMzHiq/xCe6j/E5Hj9Rk2vX6doTAWo0fwx8mo44c33RXrM/e3tWKbPJUHJw0XRmjzXx9r6nidUBTQqFU/UCOaJGsF3PlmqtOScqgqiLTT9wNvHF41KzdfiCpv1qcSLPP7Rp/CdSMDMzJyhz7/Kli1bmPTxx5w7d47//vuP5194AUWlou9TA255DxtbO4QQzPrySxZ//z3R0dGsW7eOt956C7VaTZu2bYnJz2G6Po4Ikc05kc00Ec8VfS7PDX6hzN/bmPcmkYtgoj6WEyKLCyKHuforHBWZ9Lsp+N1sUL3aHBdZfKW/QpTI4ZTI4mN9LLkKPFmrRpnbJElV0e22kikte2cXdop0FumucknkckSfyUQRhx5Bl+69MTe34PkXXmTPnj2cO3eOTz75hH///ZdBw0fe9rqJiQmcPn2aMWPHcurUKQ4fPszLI0eSlJREfn4+bs7OTNHF8Z8+nViRy6/6a/xGCv2HvnTbhOp2Oj/WEwc7B77SXzaNqfqreHp4Ub9hE5KsA7nyzCQCXx2AAHTxhpXK3QOrY2duxsf6WA7rM7gkcvlel8AWkcagevd+6E+qWkq9TQ3AihUr+OWXX4iOjiY3N9fksYMHD5a6EQ/a9hDpKfFcjj2OlbUzHtUamAwRFbcCZ8vGvxk5/BmaNg7jvwOG1SqKotCsSRP2/PcfY96fRHZWFgu//ZLMDMOkzGp+AUydMZdGYbdeSrt103peHvYUrVq1Yvfu3cZNQRs3asSB6z8HtVqNmVpD1vVNSp0cnBg/5X906dbrltctiR8WzuXzT8aRd30FnwqFDl268+U3N4b7qp1aRcTsH1Ewndvw86nTfLHvIOn5hs2bPaysmNzmEZp7ed5Vmx5GD+sWEeUdg6ByxaE79UrlZGdzYN9udDodjZu2KDJ0VpwGNdxpEtaYA/sPkH09HgT4+pKclkaDxs3o0espvpzxCReiIgCwsrLihVFjeH7k6NsOg4fV9qJ27dqcO3eO5ORkANzd3XFwcODMmTMA2FhZk555vYSCWsNTzw3l3QlT0WjKvgD9QmQEz/XpzLWkROMxD3dPfv59E27uprHEMSMC7R/fG4cDz6oseHvzVs5fXxxjrlIxNLQuoxo2kEP+pfSwxqBbKfVv9JdffskHH3zA4MGD+e233xg6dCgRERHs27ePUaNGVUQbKw2dLo/Nf3zE8X3LEddXxTm6BtGj/9d41GhRZJf3AgVv0inTpqIoCpcuXeLatWt8cr2Gy+dTJmBubsGQ51+haYvWWFlZU69+I2PJhFspWI0zdOhQpn/6KefOncPDwwMnJyeaNG1Kmw6dmfLZHGxsbDlyaB+KohDasImxptXdCAyuhYOzi7GsgtbcjNAGppPML4b0wf2z+sZgVpBYPRNSi55BgRxPSMBMraaei8t963KXHjxVPQYVnoReXEK17o9VTBz3Fqkpho3TraxteXf8J0WKct5MpVLRrHlzvvrqK44dP45er+ebb74hcvduNv/7N5v//ZtWbTow/uPPUVQq6tZrgK1dSeayGepMfb94MYcPH0aj0VC/fn0GDR6MnZ09P6z4m6DgWoSfPkFiwlVq1KqDi+vdLwCxtrElqGYI/+3ZYTxWs049LCyK1ptKsg7E8fHBeGOIRcFk81vf3pxITCQtJ5faLs7Yl7HXTJIKK/Vfsjlz5vDtt9/y1VdfYWZmxttvv82GDRt47bXXSElJqYg2Vhp7N33J8X3L8Qt5kbCOv1Cn+f/IzdHx+w/D6NQ045ZBsEnzR7C1tWP2V1/h6+tLYGAgH4wbR2BQEKtXr2bL5s0MGTyIb776nMtxMdRvGHbHhAqgZev2aLVmzJs3D0dHRx555BECAwOZ/dVXKIrCmHcn4eTsgpm5OU2aP0JYs1blklDFXLzAK8/3p0ZwEGvWrGHzpk0MeO45Zn76EX/+tsLk3CTrQMzrNyhyDSutlqaenjRwc5MJlVQqVTEGFR7mK+jpLi6WnDx+mLGvP4+ZdX0atl1Ew3ZLsHF6hAnvvsaeXbefUN6xczd++mkZOTk5tGrZkgXz53P69Glmf/klu3ft4osvvuDksUP8sGguLVq1LWFCBd7V/Fi7di0XL16kefPmhIWFcfDgQfbt20dYs1YE1whBURRqhtSlZev25ZJQAbz1ylAiI84w5+uv2b1rF/+bOZND+/cw7u1Xij0/yTqQvMcH49PGsG2WoijUdXGhhbeXTKikclPqnqro6GhatjTs02ZpaUlammHF1sCBA2l+/VNQVaTT5XF49w94BvTFu/pTAJhbulGj0UQObRnErs1reeqpJ4t9rpWVNe9/9CnvjxnJkSNHsLS0RAjBN/PmYWtriJxvv/02Z8+d48fF39C7X/8StSk1NQWdLp+DBw/Suk0bWrduzbFjx4iIMHTfJyZcIajG7fecKosVy3/AzEzL3DlzsL6+J9X7779P+Nmz/Lh4Ht179Sv3e0pSgaoQg4rbSubmHu7i/LRkARZWbtRoMA5FZQjfQaFvk5V2lh8XfUvzlm1v+dzXx47nub5d6PhoJ8LCGrNj506+nDWLbt0Mi2Ee79GD/Lw8xowdy4Wo87esj3czR0dHos4Lejz+OO3btSP7ekkFtVqNg4PTnS9QBqdPHmPf3p3MnTuXzp06AdCzZ0+ys7N5/4MPiLkUjbdP8TXmBIBOh+5qrMmqQEkqD6XuIvDw8CAx0TCG7efnx549ewCIjIykDNOzHhg5WSnkZKdg52i64aaVjS8Wlk4kxkfe9vm9+j7LTyvXU69BU+IvX6FWrVrGhKpAWFjYbUso3OxyXAx6vZ63334bR0dHNm3aRGZmJu+9+y5g2Gm+NK5dS+CV5/vTrI4PTUK8GPLs41y8eMH4+O6dW3ntxQEsWzKfkFohxoTKtP23vmdxxUAlqbQe9BhUq5EPPVrreLyNnsfb6Es1+fxCZCRWdrWNCRUYelys7esSFXn72OFTzZ8Va7fx3JAXuRQTDxjes4U1aWLYgPxSdFSJv58rl+N54okneOSRR/hv3z6OHTtG927daNe2LfFxMSW+ToE5s6bTJqwGYTU96NKmAevWrjY+FnMpmqkT3+X1lwYa2t+4cZH2CyGIKRS3CivorfJuU9eQWF2fvC5J5aXUSVWHDh34448/ABg+fDijR4+mU6dOPP300zzxxBPl3sDKwsLSAXNLB1KuHTY5npkWSXbWNWPZhNup36gJn37xLQOHvsSZM2eKDFXs3bu3RNcp4Onlg5mZObr8fP75+28OHTzIju3bqV3HsIIloHrJr5WaksxjrRuwZcNf1M2EsGw1h3bvoGf7MC5ERrDshwUMf64XMdHnqVbNh2PHjxl7CMBQUmHv3r3F3jPdt/6NICYTK+kuPagxqKDyeeHhPRdbSlVryr96IBkpx9Hrb1T/F0JPevJRqgfdeSm+q5s7b4wdb1xQsnfvXpPH91z/2reEvVRgKBlz4sQJFsyfz8EDBziwfz/Tp0/n6LFj+JciBgG8OORJvvrfFOwTU2iTa05W9CXGvDKUb7+eScS5Mzz5eDvWrvmFWjWDi23/7j17UBSFan4Bt7xHwarA6jetCpSk8lDq4b9vv/3WuMrspZdewsnJiR07dvD444/z0vW9naoilVpDw5ZD2LPpS7RmDrh4tScr/RLRZ+bg4VWNjp27l/hafZ8eyHffzOKFF1/krTffxMnJiZ+WLWPr1q1MnzW/xNexs3fgiSf78+Xs2VhYWtKhfXtOnDjB5E+mULtufRo3bVnia03+8G3SM9KZrq5GyPUCejEil1fzL/Dumy8Sfvok/fv3Z9LEicTFxdGla1eef+EFxrz1FnZ2dvz444/s2rWLL+Z+X+TaBcVAq18vBiq73aW78SDFoKLDfGUviQDw3ODnWbPiJ8IPfoh30EAURU3s+Z/JSI1k0LCSD3sGBAbTut2jTJw0iXydjiZhYezdu5dPpkyhY+fuRXZYuJ2Bw0cy/LlejBk7lhHDh5OTk8Psr74iKTmZZwYOL/F1wk+fZMeWDfRRHBmqckFRFPKEYIL+EnP/N5Wjh/djZ2vL6lUrcXBwYOCgQYwbP56cnBwaN27Mrl27+PTT6XTp1rvIps/FuXkhzc1FQiWpLMpUUqG8VaalzLej1+vYsXEmR7YvID/fsIy7Zu1Q/vfVwlJ/Iju4fw/vvfkSF693s1tZWzPy9XcZ9sKrpbpOTnY2E8e9ye+rfjb+oWnSrBWffbmgyLLi23mkcRA+1zKZojYNRl/o4tmuziInP4/t27bh5WUIOnv37uWN0aO5cuUKADa2trw6+n0GDnv5lvdwzIjA7I/vubTzlAxe5UQuZy4/5R2Him4lU7peqVvZuP5PPnxvNNcSDe89O3tH3v9oGj2feLpU10lJSeb9N19i88a/jcc6du7OlM/nlHiSeoFVv/zIZ1PGk5JsWJHo5u7BxKmzaNuhS4mv8eF7r/Prsu9Zpg7EVrlR6G+/PoOP9DGoVGreeXssI0aMACApKYm33nqLrdu2AYZh0E5de/LJZ19hbVPyn19BuYVL244XKf8i3ZmMQabKVCQkKSmJ7777jlOnTqEoCiEhIQwdOtSkEm9VVDvMjz49PyEl6U2uXDyOk5MzNUPqlqmuSaOw5qzbcpBjRw6SlZVBvdBGpQoEBcwtLJjy+RxeHzOOiLNncPf0IjCoZqmvo2DYEf1mhY/oC+1E36xZM2bOmMGAgQOZMHkmjz/xFNbWNne8j5wkKpWHyhyDbtSYKtnk89Lq2Lk7bdp35sihfQi9ntAGYZiXYSsTe3sHvv7uZ6IvRHIpOgpf/wB8qvmXqU19nhpAt559OXpoP2qNhtAGYWhvsaHxrRTEUf1Nx8X1KKQooC/UB+Do6Mj8+fNp3qIFTVu05a13P8K7Wuk3Hy68rVbE7B+L7FcqSaVR6jlVW7duJSAggC+//JKkpCSuXbvGl19+SUBAAFu33n5J74OscFHPID8XWj7Sjlq1691VoTiVSkX9hmE0b9m2TAlVYe4eXrRs3b5MCRVA63adOC6yOHZ9mweACyKHbSKN2vUbYWVtzeyvvjImVrm5uXzz7bd4eVfjyWcHlyihKpgkWv3VAXJ+lVRmlTEGaeyd0dg7Gyeh3+0w351otVrCmrakSfNHypRQFebrF0DL1u3LnFAVsLCwpGmL1jRu0qLUCRXAwGEvowA/6xONCw5yhJ5fRRIWWjPaP/oYS5cuNS5SAFi+fDnXrl1j8IhRZUqoCjMMB36Gd5u66OIvyvgklUmpe6pGjRrFU089xdy5c43FJ3U6HSNHjmTUqFEcP3683Bt5P1X0p87K4oOJn7F5w1+8n3qJhooVZijsExlozcyZ/sW37Nm1lfHvvMahQ4cIDQ1lz549JCQm8uU3Pxp/D0oiyToQfMGnzWEu7TxVgd+RVFVVthhkOsyXgVZduo2OJYPAoJp07NKDP/5Zy2F9JkGYc1BkkoqOsW9Ppt2jjzHoycfo0PFR2rVrS1xcHAcOHOCp/kMIbdD4zjcogcJFQm/eM1CSSqLUc6osLS05fPgwNWua9oicOXOGBg0akJWVVepGVNY5VXeqbHw38vLyWPXLj/z1+wqysjJp3rItA4e9jKube/neqBTS01L56P3R7Ny2EaHT06BJcz6a8j88PL0BwzywZT8sIPZSNIFBtXhuyAvUDKlb6vvIuVXl52Gcz1ARMQhKH4fudoPjymD/f7tYuvhboi+cxz8gkAFDX6Jh42b3tU2L53/FkoVzyUhJxs27Gm+9+xHtOnYF4MrlOH5c/C0H9+3C1s6enn2epWv33hWytcytttmSTD2MMeh2St1T1ahRI06dOlUkoJ06dYoGDRqUV7vuu+L28Csver2eN14exNZN/9C2bVt8vNxYvvQ7/liznKUr1+PlfX/ewDa2dnw++7tbPt4orPlt9yKUpHuhMsSgiowP98qaFT/xwdhRBAcH06hRI/bt28+Afl359Itv6dGr+ELG98KQ519hyPPFV0V3c/fkzXc+vCftkKsDpbIodVL12muv8frrr3Pu3DmaNzf8gd2zZw9ff/0106ZN4+jRo8ZzQ0NDy6+l98i9GO7buukfNv+7jm/mzePRRx8F4MqVK/Ts1Yu5s6bz8fTZFXLfyiLJOpBq9RsgZPe6VAb3IwYVxIUbHuyEKisrk2mT3qNXr158Nn06KpXK8GFv9GimTnyXzl17Yia3bpHDgVKplXr470570imKghACRVHQ6XS3PbdAZRr+q9XIhxDvjArtzp/w7mscObCHv9f9ZXL8888/5+dffmXnwYiKu3klIocB797D2PVeETEIbh2HqsIw3812btvE84P68Pe6dQQH3ygaevLkSR7v2ZPFy/6gaYvW97GFlU+1U4Y6e7LHytTDGINup9Q9VZGRpdv65EGkLfm86zJRFAW9Xm8M/AX0ej0qRW4uLEm3cy9jUFUY5iuOsXzBTZ+pC1b3VsQcparAp01ducBGuq1SJ1V+fne3bLWyKjzsV9HBs0Pn7vy67HvWrVtn3Mw0NjaWFStX0qHz4xV780pEDgNKZVHRMahHV3usbQo+cVe9hAqgUZPm2Ds48vXXX/O/mTNRq9Xk5+czZ+5cnJ1dqd+o6f1uYqWT7lsf7ZHDiOt7Bsp4JRWnTN0iP/zwA61atcLLy4sLFwwbV37xxRf89ttv5dq4e+Ve1ZYp0Lrto3Tp1ptXX3uN5wYM4NVXX6Vzly6YW1gx8vW3K74BlcjFkD4EvjoAnzZ1ZV0YqcQqMgYpioKr3Y1/VS2hAkNNqXETP2PdunV06tyZMWPH8minTvz777+M+/hzzMzM7ncTK52CPQMD5Z6B0m2UOqmaO3cub775Jt26dSM5Odk4Z8HBwYEvvviivNtX4Qp379+r+RIqlYrPZ3/H1Blz0ZhbczkhmaEvvMavf2zB3ePhG6tP961/v5sgPUAqOgY537mObZXQvVc/flq1gfqNmhMVHUPjZq35ec1GunTrdb+bVqnJIqHS7ZR6+G/27NnMnz+f3r17M23aNOPxsLAwxowZU66Nq0j3u6inWq2mV99n6dX32Xt+b0l6kFWVGFQZhDZoTGiDb+53Mx44clWgdCul7qmKjIykYcOGRY6bm5uTkZFRLo26F4ICLavUap4HXcGegJJ0J1UlBkkPNjkcKBWn1ElVQEAAhw8fLnJ83bp11K5duzzadM9U9Co/qWQK9gSU3elSSVSlGCQ9+ORwoFRYqYf/xo4dy6hRo8jOzkYIwX///ceyZcuYOnUqCxYsqIg2lqt7ucpPKrmC7nQfvpdLlqXbetBjkFT1yOFAqUCpk6qhQ4eSn5/P22+/TWZmJv3798fb25tZs2bxzDPPVEQby01F7uUnlQ85DCjdyYMcg6SqK8k6EJ6ZRGB9w56BMrF6OJW6onphCQkJ6PV63Nzc7qoR96KielUt4lfVOGZEyL22SuFhr2ZcXjEIbsSh/45FY2P78L2WUvl5mOLYwx6DblbqOVVZWVlkZmYC4OLiQlZWFl988QXr168v98aVB429M717OBDinVFla85UJQXzq3za1L3fTZEqqQctBkkPn8LzRAuKhUoPh1InVb169WLJkiUAJCcn07RpU2bMmEGvXr2YO3duuTfwbtzrop6SJFW8BykGSQ8vuTrw4VTqpOrgwYO0bm3YaHPFihV4eHhw4cIFlixZwpdfflnuDSyr+1HUU5KkivegxCBJArk68GFT6qQqMzMTW1tDlrJ+/Xr69OmDSqWiefPmxu0i7jeNvbMc7nvAFUxYlwFIutmDEIMkqbCC4cDqrw6QC3GquFInVUFBQaxZs4aLFy/yzz//0LlzZwCuXLkiJ6lJ5aKg27z6qwPkfASpCBmDpAdRknXg/W6CdA+UOqmaMGECY8aMwd/fn2bNmtGiRQvA8ImxuCrH91rBPCpZ2PPBV7DZsiQVVtljkCTdSrpvfTkMWMWVuk5Vv379eOSRR4iLi6N+/Rsb4Xbs2JEnnniiXBtXGoWLemrVcthPkqqqyhqDJOlOZJHQqq/USRWAh4cHHh4eJseaNm1aLg0qC1nUU5IeLpUtBklSSckioVVbqYf/Khu5yq/qk8uRJUmqauSqwKrpgU2qZFHPh8PNgUeSJKmqkEVCq54HMqmSRT0fLknWgZjXb3C/myFJklTuZJHQquWBTKoAOdz3EJIBR5KkqkoOB1YND1xSpbF3ppZX+v1uhnSPyWFASZKqOjkc+OB7oJKqG2UT5Byqh5EcBpQkqaorbjhQ9lo9OB6YpKpgHpUc9pMkSZKqusK983LLrgdHpU+qCq/yM9PIHirJQAYYSZKqupv3DJRxr/Kr1ElV4eE+F1tkQiUZt3mQAUaSpIdBknUg6b718WlT9343RSqBSptUyeE+qTiFN1uWu71LkvSwECA/TD4AKmVSVauRjyzqKZWIDDCSJFV1clXgg6NSJlUAWvX9boFUmclhQEmSHiaySOiDodIlVQV7+UnS7chhQEmSHkaySGjlVqmSqh5d7Y2bI8thP0mSJEkqSg4HVl6VKqlSFEXOo5IkSZKkO5DDgZVTpUqqnG3udwukB5EMKJIkPazkcGDlornfDQAQQgCQnp52n1siPWhO+TyK97AsIr9ZjnIxErW79/1u0j2VkZsH3HgPSWUn45D0oErHFYf2fXEJqnnPY6GMQaYqRVKVlmYIYh1a1LnPLZGkB1NaWhr29vb3uxkPNBmHJKnsZAwyUEQlSC/1ej2xsbHY2tqiKMr9bo4kPTCEEKSlpeHl5YVKValG8x84Mg5JUunJGGSqUiRVkiRJkiRJDzqZVkqSJEmSJJUDmVRJkiRJkiSVA5lUSZIkSZIklQOZVEmSJEmSJJUDmVRJkiRJkiSVA5lUSZIkSZIklQOZVEmSJEmSJJUDmVRJkiRJkiSVA5lUPcCGDBlC7969b/n44sWLcXBwuGftuRN/f3+++OKLUj8vMTERNzc3oqKiyr1NBa5cuYKrqysxMTEVdg9JqmpkDCo/MgZVDTKpkspdeQfSqVOn8vjjj+Pv719u17yZm5sbAwcO5MMPP6ywe0iSdG/IGCTdLzKpkiq1rKwsvvvuO0aMGFHh9xo6dChLly4lKSmpwu8lSdKDQcYgqTRkUlVGK1asoF69elhaWuLs7Myjjz5KRkaG8fFFixYREhKChYUFtWrVYs6cOcbHoqKiUBSFn3/+mZYtW2JhYUGdOnXYsmWL8RydTsfw4cMJCAjA0tKSmjVrMmvWrLtu9x9//EHjxo2xsLCgevXqTJw4kfz8fOPjiqKwYMECnnjiCaysrAgODub33383ucbvv/9OcHAwlpaWtG/fnu+//x5FUUhOTmbLli0MHTqUlJQUFEVBURQ++ugj43MzMzMZNmwYtra2+Pr68u233962vevWrUOj0dCiRQuT4ydOnKB79+7Y2dlha2tL69atiYiIAG4MSUyZMgV3d3ccHByM3+fYsWNxcnLCx8eHhQsXmlyzXr16eHh4sHr16rK8tJJ0T8kYJGOQVAkJqdRiY2OFRqMRM2fOFJGRkeLo0aPi66+/FmlpaUIIIb799lvh6ekpVq5cKc6fPy9WrlwpnJycxOLFi4UQQkRGRgpA+Pj4iBUrVoiTJ0+KESNGCFtbW5GQkCCEECI3N1dMmDBB/Pfff+L8+fPixx9/FFZWVmL58uXGdgwePFj06tXrlu1ctGiRsLe3N379999/Czs7O7F48WIREREh1q9fL/z9/cVHH31kPKegXT/99JM4e/aseO2114SNjY1ITEw0tl2r1YoxY8aI06dPi2XLlglvb28BiKSkJJGTkyO++OILYWdnJ+Li4kRcXJzxdfHz8xNOTk7i66+/FmfPnhVTp04VKpVKnDp16pbfw+uvvy66du1qcuzSpUvCyclJ9OnTR+zbt0+cOXNGLFy4UJw+fdr4utja2opRo0aJ06dPi++++04AokuXLuKTTz4R4eHh4uOPPxZarVZER0ebXPupp54SQ4YMuWV7JKkykDFIxiCpcpJJVRkcOHBAACIqKqrYx6tVqyZ++uknk2Mff/yxaNGihRDiRkCbNm2a8fG8vDzh4+MjPv3001ved+TIkaJv377Gr0sb0Fq3bi2mTJlics4PP/wgPD09jV8DYty4ccav09PThaIoYt26dUIIId555x1Rt25dk2t88MEHxoBW3H0L+Pn5iQEDBhi/1uv1ws3NTcydO/eW30OvXr3EsGHDTI699957IiAgQOTm5hb7nMGDBws/Pz+h0+mMx2rWrClat25t/Do/P19YW1uLZcuWmTx39OjRol27drdsjyRVBjIGyRgkVU6ae9839uCrX78+HTt2pF69enTp0oXOnTvTr18/HB0duXr1KhcvXmT48OE8//zzxufk5+djb29vcp3C3ckajYawsDBOnTplPDZv3jwWLFjAhQsXyMrKIjc3lwYNGpS53QcOHGDfvn188sknxmM6nY7s7GwyMzOxsrICIDQ01Pi4tbU1tra2XLlyBYAzZ87QpEkTk+s2bdq0xG0ofG1FUfDw8DBeuzhZWVlYWFiYHDt8+DCtW7dGq9Xe8nl16tRBpboxuu3u7k7dunWNX6vVapydnYvc29LSkszMzBJ/P5J0P8gYJGOQVDnJpKoM1Go1GzZsYNeuXaxfv57Zs2fzwQcfsHfvXmNQmD9/Ps2aNSvyvDtRFAWAX375hdGjRzNjxgxatGiBra0tn332GXv37i1zu/V6PRMnTqRPnz5FHiscNG4OFIqioNfrARBCGNtYQAhR4jbc7trFcXFxKTJp09LSskz3Kcm9r127hqur6x2vL0n3k4xBMgZJlZOcqF5GiqLQqlUrJk6cyKFDhzAzM2P16tW4u7vj7e3N+fPnCQoKMvkXEBBgco09e/YY/z8/P58DBw5Qq1YtALZv307Lli0ZOXIkDRs2JCgoyDgJsqwaNWrEmTNnirQrKCjI5BPV7dSqVYt9+/aZHNu/f7/J12ZmZuh0urtqa4GGDRty8uRJk2OhoaFs376dvLy8crlHYcePH6dhw4blfl1JKm8yBt0gY5BUWcikqgz27t3LlClT2L9/P9HR0axatYqrV68SEhICwEcffcTUqVOZNWsW4eHhHDt2jEWLFjFz5kyT63z99desXr2a06dPM2rUKJKSkhg2bBgAQUFB7N+/n3/++Yfw8HDGjx9fJJCU1oQJE1iyZAkfffQRJ06c4NSpUyxfvpxx48aV+Bovvvgip0+f5p133iE8PJxffvmFxYsXAzc+4fr7+5Oens7GjRtJSEi4q67sLl26cOLECZNPiq+88gqpqak888wz7N+/n7Nnz/LDDz9w5syZMt8HDKuCDhw4QOfOne/qOpJU0WQMkjFIqpxkUlUGdnZ2bNu2jW7dulGjRg3GjRvHjBkzeOyxxwAYMWIECxYsYPHixdSrV4+2bduyePHiIp8Sp02bxqeffkr9+vXZvn07v/32Gy4uLgC89NJL9OnTh6effppmzZqRmJjIyJEj76rdXbp0Ye3atWzYsIEmTZrQvHlzZs6ciZ+fX4mvERAQwIoVK1i1ahWhoaHMnTuXDz74AABzc3MAWrZsyUsvvcTTTz+Nq6sr06dPL3Ob69WrR1hYGL/88ovxmLOzM5s2bSI9PZ22bdvSuHFj5s+ff9v5DSXx22+/4evrS+vWre/qOpJU0WQMkjFIqqTu7zz5h1PByptDhw7d76aUi8mTJwsfH58Ku/6ff/4pQkJCTFbSVIQmTZqIpUuXVug9JKkykDGodGQMkkpKTlSXSm3OnDk0adIEZ2dndu7cyWeffcYrr7xSYffr1q0bZ8+eJSYmhmrVqlXIPa5cuUK/fv149tlnK+T6kiSVHxmDpMpKEaIUyyakchEVFUVAQACHDh26q+XJ98vo0aNZvnw5165dw9fXl4EDB/Lee++h0cgcXZIeBDIGSVLFkEmVJEmSJElSOZAT1SVJkiRJksqBTKokSZIkSZLKgUyqJEmSJEmSyoFMqiRJkiRJksqBTKokSZIkSZLKgUyqJEmSJEmSyoFMqiRJkiRJksqBTKokSZIkSZLKgUyqJEmSJEmSyoFMqiRJkiRJksqBTKokSZIkSZLKgUyqJEmSJEmSyoFMqiRJkiRJksqBTKokSZIkSZLKgUyqJEmSJEmSyoFMqiRJkiRJkspBlU6q9u7dyxNPPIGvry/m5ua4u7vTokUL3nrrLQCuXr2KmZkZzzzzzC2vkZqaipWVFT179jQ5fvToUYYOHUpAQAAWFhbY2NjQqFEjpk+fzrVr1yrk+/H392fIkCHGr2NjY/noo484fPhwkXOHDBmCjY1Nme/Vrl07FEUx/rOwsKB27dpMnjyZ3Nxck3OjoqJMzlUUBTs7O+rXr88XX3yBTqe77bUL/zt+/Pgt21Rwn88//7zM39f9smXLFhRFYcuWLfe7KXdNvq/K/r6qCIqi8NFHH93vZpSLjz76CEVR7slzhw0bRteuXe94XlV6797OsmXLaNOmDe7u7pibm+Pl5cXjjz/Orl27TM5LSkrCwcGBNWvWlOi6ixcvRlEU9u/fXwGtrlhl+X3UVFBb7rs///yTnj170q5dO6ZPn46npydxcXHs37+fn3/+mRkzZuDq6krPnj1Zs2YNSUlJODo6FrnOzz//TFZWFsOHDzcemz9/PiNHjqRmzZqMHTuW2rVrk5eXx/79+5k3bx67d+9m9erV5f49rV69Gjs7O+PXsbGxTJw4EX9/fxo0aFDu96tevTpLly4FDH8oFyxYwPjx44mOjubbb78tcv6rr75K//79AUhOTub3339n9OjRXLx4kRkzZtzy2oUFBgaW+/chlR/5vpIq0ogRI0qU6NytQ4cO8f3337N3794Kv9eDIjExkVatWvH666/j4uJCXFwcM2fOpE2bNmzcuJG2bdsC4OjoyOjRoxk7dizdunXDzMzsPre8khFVVJs2bURgYKDIy8sr8phOpzP+/19//SUAMXv27GKv06xZM+Hu7m68zq5du4RarRZdu3YV2dnZRc7PyckRv/32Wzl9F7e3b98+AYhFixYVeWzw4MHC2tq6zNdu27atqFOnjsmxvLw8ERwcLMzMzERWVpbxeGRkpADEZ599VuQ6rVu3Fp6enne8dknc7j7lJSMjo0Kuu3nzZgGIzZs3V8j17xX5vrq791VFAMSHH354v5tx33344YeipH/SnnrqKdG8efMSnXu/3rt6vV5kZmbe03veLDk5WWi1WjFw4ECT4/Hx8UKj0YilS5fe8RqLFi0SgNi3b1+FtLEiX6fS/E4VqLLDf4mJibi4uKDRFO2MU6lufNtdunTBx8eHRYsWFTnv1KlT7N27l0GDBhmvM2XKFBRF4dtvv8Xc3LzIc8zMzIoMaRT2559/oigK+/btMx5buXIliqLQvXt3k3NDQ0Pp27ev8evCwxRbtmyhSZMmAAwdOtQ4fHbzMMC5c+fo1q0bNjY2VKtWjbfeeoucnJxbtu92NBoNDRo0IDc3l+Tk5BI9x97eHq1WW6b7lUReXh6DBw/GxsaGtWvXAiCEYM6cOTRo0ABLS0scHR3p168f58+fN3luu3btqFu3Ltu2baNly5ZYWVkxbNgwk2HGmTNnEhAQgI2NDS1atGDPnj1F2rB//3569uyJk5MTFhYWNGzYkF9++aXCvuf7Sb6vDMr6vvL396dHjx6sXr2a0NBQLCwsqF69Ol9++WWRc6OjoxkwYABubm6Ym5sTEhLCjBkz0Ov1t7x+VFQUGo2GqVOnFnls27ZtKIrCr7/+CtwY2jhx4gTPPvss9vb2uLu7M2zYMFJSUkyem52dzXvvvUdAQABmZmZ4e3szatSoInGg4Ptbu3YtDRs2xNLSkpCQEON7c/HixYSEhGBtbU3Tpk2LDAkVN9yyfPlyOnfujKenp/F67777LhkZGbd+oW/j8uXLrF69moEDBxZ57PTp03Tt2hUrKytcXFx46aWXSEtLK/Y6//77Lx07dsTOzg4rKytatWrFxo0bi5z322+/ERoairm5OdWrV2fWrFnFfp+KovDKK68wb948QkJCMDc35/vvvwfg7Nmz9O/f3+R34euvvy5yr9TUVMaMGWPyc3rjjTfK/FrZ2tpiYWFR5P3u7u5Op06dmDdvXpmuGxcXR+PGjQkODubs2bOlavutXqeCYcbNmzfz8ssv4+LigrOzM3369CE2NrZIG5YvX06LFi2wtrbGxsaGLl26cOjQoTJ9PyYqJL2rBEaMGCEA8eqrr4o9e/aI3NzcW547btw4AYjDhw+bHB87dqwAxKlTp4QQQuTn5wsrKyvRrFmzMrcrLS1NaLVaMWXKFOOxl156SVhaWgpra2tjOy9fviwURRFz5swxnufn5ycGDx4shBAiJSXF+Alg3LhxYvfu3WL37t3i4sWLQgjDJ2ozMzMREhIiPv/8c/Hvv/+KCRMmCEVRxMSJE+/Yzlv1JoWFhQkHBweRn59vPFbQg/Tpp5+KvLw8kZeXJxISEsR3330nNBqN+OCDD4q9dsG5Bf8K93QU5+aeqqSkJNG+fXvh4eEh9u/fbzzv+eefF1qtVrz11lvi77//Fj/99JOoVauWcHd3F/Hx8SbtcHJyEtWqVROzZ88WmzdvFlu3bjXex9/fX3Tt2lWsWbNGrFmzRtSrV084OjqK5ORk4zU2bdokzMzMROvWrcXy5cvF33//LYYMGVKkp6Oq9FTJ99Xdva/8/PyEt7e38PX1FQsXLhR//fWXeO6554r0wF65ckV4e3sLV1dXMW/ePPH333+LV155RQDi5ZdfNrkmN/VUPfHEE8LX19fkPSqEEE8++aTw8vIy9g4WfAqvWbOmmDBhgtiwYYOYOXOmMDc3F0OHDjU+T6/Xiy5dugiNRiPGjx8v1q9fLz7//HNhbW0tGjZsaNKz6OfnJ3x8fETdunXFsmXLxF9//SWaNWsmtFqtmDBhgmjVqpVYtWqVWL16tahRo4Zwd3c36WUormfg448/Fv/73//En3/+KbZs2SLmzZsnAgICRPv27U3OK2mvwpIlSwQgTp48aXI8Pj5euLm5CW9vb7Fo0SLjz8bX17fIe/eHH34QiqKI3r17i1WrVok//vhD9OjRQ6jVavHvv/8az1u3bp1QqVSiXbt2YvXq1eLXX38VzZo1E/7+/kXaCghvb28RGhoqfvrpJ7Fp0yZx/PhxceLECWFvby/q1asnlixZItavXy/eeustoVKpxEcffWR8fkZGhmjQoIFwcXERM2fOFP/++6+YNWuWsLe3Fx06dBB6vf6Or40Qhvdjbm6uiIyMFC+88IKwsbExia8FPv30U6FSqURSUtJtr3dzT9WxY8dEtWrVRIsWLcTVq1dL3fZbvU4F96levbp49dVXxT///CMWLFggHB0di/yufPLJJ0JRFDFs2DCxdu1asWrVKtGiRQthbW0tTpw4YTyvLD1VVTapSkhIEI888ogABCC0Wq1o2bKlmDp1qkhLSzM59/z580JRFPHaa68Zj+Xl5QkPDw/RqlUr47H4+HgBiGeeeeau2vbII4+IDh06GL8OCgoSY8eOFSqVSmzdulUIIcTSpUsFIMLDw43nFQ7+Qtx5mAIQv/zyi8nxbt26iZo1a96xjTcnPnFxcWLChAkCEPPmzTM5tyAJKe7fkCFDigT3tm3bFnvuc889d9s2FU6qIiMjRe3atUXt2rVFVFSU8Zzdu3cLQMyYMcPkuRcvXhSWlpbi7bffLtKOjRs3FnufevXqmbT9v//+E4BYtmyZ8VitWrVEw4YNiwyH9ejRQ3h6ehoTxaqSVMn31d29r/z8/ISiKEUSzU6dOgk7Ozvj8PO7774rALF3716T815++WWhKIo4c+aM8djNSVXB79rq1auNx2JiYoRGozFJ/Ar+YEyfPt3kHiNHjhQWFhbGP2R///13sectX75cAOLbb781+f4sLS3FpUuXjMcOHz4sAOHp6WkyvL5mzRoBiN9//71Im25Fr9eLvLw8sXXrVgGII0eOlPi5BV5++WVhaWlZJMl45513bvmzKfzezcjIEE5OTuLxxx83OU+n04n69euLpk2bGo81adJEVKtWTeTk5BiPpaWlCWdn52KTKnt7e3Ht2jWT4126dBE+Pj4iJSXF5Pgrr7wiLCwsjOdPnTpVqFSqIsNsK1asEID466+/7vTSCCGEqFmzpvH97enpKXbs2FHseRs2bBCAWLdu3W2vVzip2rBhg7CzsxP9+vUzmUJSmrbf6nUquM/IkSNNjk+fPl0AIi4uTgghRHR0tNBoNOLVV181OS8tLU14eHiIp556ynhMDv8V4uzszPbt29m3bx/Tpk2jV69ehIeH895771GvXj0SEhKM5wYEBNC+fXuWLl1qXNm2bt064uPjGTZsWLm3rWPHjuzcuZOsrCwuXLjAuXPneOaZZ2jQoAEbNmwADF3Lvr6+BAcHl/k+iqLw+OOPmxwLDQ3lwoULJXr+iRMn0Gq1aLVaPD09mTRpEu+99x4vvvhisee//vrr7Nu3j3379rF582amTJnCL7/8wrPPPlvk3MDAQOO5Bf8+/vjjErXr4MGDNG/eHHd3d3bu3Imfn5/xsbVr16IoCgMGDCA/P9/4z8PDg/r16xdZwePo6EiHDh2KvU/37t1Rq9XGr0NDQwGMr9+5c+c4ffo0zz33HIDJ/bp160ZcXBxnzpwp0ff0oJDvq7t/X9WpU4f69eubHOvfvz+pqakcPHgQgE2bNlG7dm2aNm1qct6QIUMQQrBp06ZbXr9du3bUr1/fZHho3rx5KIrCCy+8UOT8m4dVQ0NDyc7O5sqVK8a2FNy7sCeffBJra+siQ14NGjTA29vb+HVISIixXVZWVkWO3+l1O3/+PP3798fDwwO1Wo1WqzVOmj516tRtn1uc2NhYXF1diwy/bd68+ZY/m8J27drFtWvXGDx4sMl7Xq/X07VrV/bt20dGRgYZGRns37+f3r17m0zmtrGxKfL7U6BDhw4mCzuys7PZuHEjTzzxBFZWVkViTHZ2tnFKwtq1a6lbty4NGjQwOa9Lly6lWr24cuVK9u7dy6+//krt2rV57LHHin2um5sbADExMSW67vfff0+3bt0YMWIEv/zyCxYWFsbHStv2m1+nwor7fYYbv2f//PMP+fn5DBo0yOReFhYWtG3b9q5XeVbZpKpAWFgY77zzDr/++iuxsbGMHj2aqKgopk+fbnLe8OHDSUxM5Pfffwdg0aJF2NjY8NRTTxnPcXFxwcrKisjIyLtq06OPPkpOTg47duxgw4YNuLi40LBhQx599FH+/fdfADZu3Mijjz56V/exsrIy+cUFMDc3Jzs7u0TPL0h8/vvvP3799Vfq16/P1KlT+fnnn4s938fHh7CwMMLCwmjXrh3vvfce48eP59dff+Wff/4xOdfCwsJ4bsG/gICAErVrw4YNXL58mREjRuDg4GDy2OXLlxFC4O7ubkwIC/7t2bPH5I8+gKen5y3v4+zsbPJ1wVyfrKws470AxowZU+ReI0eOBChyv6pCvq/K/r7y8PC45bHExETjf4v73fTy8jI571Zee+01Nm7cyJkzZ8jLy2P+/Pn069ev2Hvf6fc8MTERjUaDq6uryXmKouDh4VGkLU5OTiZfFyQUtzp+u9ctPT2d1q1bs3fvXiZPnsyWLVvYt28fq1atMmljaWRlZRX5+YHh+7zdz6ZAwfu+X79+Rd73n376KUIIrl27RlJSkjEW3ay4Y1A0HiUmJpKfn8/s2bOL3Ktbt27AjRhz+fJljh49WuQ8W1tbhBAljkV16tShadOm9OvXj7///hs/Pz9ef/31IucVvIYl/Rn8/PPPWFpaMmLEiCIJbWnbXh5xu0mTJkXut3z58ruO2VW2pEJxtFotH374If/73/+K1EPq06cPjo6OLFy4kLZt27J27VoGDRpkUpNGrVbTsWNH1q1bx6VLl/Dx8SlTO5o1a4aNjQ3//vsvUVFRdOzYEUVR6NixIzNmzGDfvn1ER0ffdfC/WwWJDxh+Adu3b0+dOnV444036NGjR4nq9RR8Sjhy5AhdunQpl3aNHTuWiIgI4yeNQYMGGR9zcXFBURS2b99e7ITnm4+VtSZOwb0A3nvvPfr06VPsOTVr1izz9R8U8n1VOvHx8bc8VvAHwdnZmbi4uCLnFUy4Lfjdu5X+/fvzzjvv8PXXX9O8eXPi4+MZNWpUmdrr7OxMfn4+V69eNUmshBDEx8cbJ/ZXhE2bNhEbG8uWLVuMvVNAiRfKFMfFxcXYI1iYs7PzbX82hZ8PMHv2bJo3b17sPdzd3cnLy0NRFOMf8dtds8DN8cjR0RG1Ws3AgQNv+fMr+DDq4uKCpaUlCxcuLPa8O/3OFEej0dCoUaNiF94U1I0r6XWXLl3K+PHjadu2LevXrzcpV1LatpdH3F6xYoXJKEd5qbI9VcUFJLjRXVzwia+AhYUF/fv3Z/369Xz66afk5eUVO0Tx3nvvIYTg+eefL1IEEwyr0f7444/btk2r1dKmTRs2bNjApk2b6NSpEwCtW7dGo9Ewbtw44x+D27k5A69ozs7OTJs2jcuXLzN79uwSPaeggGJBV3F5UKlUfPPNN7z++usMGTKEuXPnGh/r0aMHQghiYmKK9ISFhYVRr169cmtHzZo1CQ4O5siRI8XeKywsDFtb23K7X2Ug31d378SJExw5csTk2E8//YStrS2NGjUCDEOZJ0+eLPLHf8mSJSiKQvv27W97DwsLC1544QW+//57Zs6cSYMGDWjVqlWZ2lvwev34448mx1euXElGRsYdX8+7UfDH8+YPQ998802Zr1mrVi0SExOLrHBs3779LX82hbVq1QoHBwdOnjx5y/e9mZkZ1tbWhIWFsWbNGpPf6fT0dONqyDuxsrKiffv2HDp0iNDQ0GLvVZCI9+jRg4iICJydnYs9z9/fv9SvVcHwYlBQUJHHClZT165du0TXcnJy4t9//yUkJIT27dubrKSuiLbfSpcuXdBoNERERNzy53c3qmxPVcGS7scff5xatWqh1+s5fPgwM2bMwMbGptjuzOHDh/P1118zc+ZMatWqRcuWLYuc06JFC+bOncvIkSNp3LgxL7/8MnXq1CEvL49Dhw7x7bffUrdu3VuOmRfo2LGjsQJ1wSdnS0tLWrZsyfr16wkNDb1jIhIYGIilpSVLly4lJCQEGxsbvLy8ivxhK0+DBg1i5syZfP7554waNcqkaGJ0dLTxjZKRkcHu3buZOnUqfn5+t+zJuRszZszA1taWkSNHkp6eztixY2nVqhUvvPACQ4cOZf/+/bRp0wZra2vi4uLYsWMH9erV4+WXXy63NnzzzTc89thjdOnShSFDhuDt7c21a9c4deoUBw8eNC5fryrk++rueXl50bNnTz766CM8PT358ccf2bBhA59++qlxztHo0aNZsmQJ3bt3Z9KkSfj5+fHnn38yZ84cXn75ZWrUqHHH+4wcOZLp06dz4MABFixYUOb2durUiS5duvDOO++QmppKq1atOHr0KB9++CENGzYstjRBeWnZsiWOjo689NJLfPjhh2i1WpYuXVok8SmNdu3aIYRg7969dO7c2Xj8jTfeYOHChXTv3p3Jkyfj7u7O0qVLOX36tMnzbWxsmD17NoMHD+batWv069cPNzc3rl69ypEjR7h69arxg96kSZPo3r07Xbp04fXXX0en0/HZZ59hY2NT4h0CZs2axSOPPELr1q15+eWX8ff3Jy0tjXPnzvHHH38Y57y98cYbrFy5kjZt2jB69GhCQ0PR6/VER0ezfv163nrrLZo1a3bL+7Rs2ZKePXsSEhKCvb09UVFRzJ07l4iIiGKL7u7ZswdnZ+dSfVC1tbXl77//pk+fPnTq1Inff/+d9u3b33XbS8Pf359JkybxwQcfcP78ebp27YqjoyOXL1/mv//+w9ramokTJ5b9BqWa1v4AWb58uejfv78IDg4WNjY2QqvVCl9fXzFw4MAiS2kLa9iwYbErXW52+PBhMXjwYOHr6yvMzMyMy4snTJggrly5csf2HTlyRAAiODjY5Pgnn3wiAPHmm28Wec7Nq5SEEGLZsmWiVq1aQqvVmqwCulWRwpKuZrhdgc4///xTAMaVRMWt/rOwsBA1atQQb7zxhnHVRUmufTu3Kv752WefCUBMmDDBeGzhwoWiWbNmwtraWlhaWorAwEAxaNAgk6XBt2rH7YqMFn6NCxw5ckQ89dRTws3NTWi1WuHh4SE6dOhgskqyqqz+k++ru3tf+fn5ie7du4sVK1aIOnXqCDMzM+Hv7y9mzpxZ5NwLFy6I/v37C2dnZ6HVakXNmjXFZ599VqT0SHG/kwXatWsnnJycii2OWNDmgmXtBQpWUUVGRhqPZWVliXfeeUf4+fkJrVYrPD09xcsvv1xkOX3B93czQIwaNcrkWHHvs+Jex127dokWLVoIKysr4erqKkaMGCEOHjxYZIVmSX8GOp1O+Pv7F1klJoQQJ0+eFJ06dRIWFhbCyclJDB8+XPz222/Fvne3bt0qunfvLpycnIRWqxXe3t6ie/fu4tdffzU5b/Xq1aJevXrCzMxM+Pr6imnTponXXntNODo63vE1KvxaDRs2THh7ewutVitcXV1Fy5YtxeTJk03OS09PF+PGjRM1a9YUZmZmxlIMo0ePNiknU5y33npL1K9fX9jb2wuNRiM8PDzEE088IXbu3FnkXL1eL/z8/IqsoCtOccU/c3JyRN++fYWFhYX4888/S9X2W71OtyoyeqvYu2bNGtG+fXthZ2cnzM3NhZ+fn+jXr59JSYyyrP5TrjdSkiRJqmD+/v7UrVu3xMM/d+PKlSv4+fnx6quvFllA8LCbMWMGn3zyCTExMVhaWt7Te+fl5RlXSK5fv/6e3ru8bNy4kc6dO3PixAlq1ap1v5tTqVTZOVWSJEkPo0uXLrFt2zaGDx+OSqUqdkj2YTdq1Cjs7e2LrUpe3oYPH87PP//M1q1bjdXhT506xdtvv13h964okydPZtiwYTKhKkaVnVMlSZL0MFqwYAGTJk3C39+fpUuXmtSMkgwsLCz44YcfymdbkjtIS0tjzJgxXL16Fa1WS6NGjfjrr7/u+yrUskpKSqJt27bGsjGSKTn8J0mSJEmSVA7k8J8kSZIkSVI5kEmVJEmSJElSOZBJlSRJkiRJUjmoFBPV9Xo9sbGx2Nra3lX5eUl62AghSEtLw8vLC5VKfka6GzIOSVLpyRhkqlIkVbGxsVSrVu1+N0OSHlgXL14s8555koGMQ5JUdjIGGVSKpKpgf7SNT/XD2kx7n1tTlO5yDIWXSPq/+DTTo3qRn1qybQYeNjXqe9Pr2PvE7DyFolajdim687tUPjJy8+j4y4oqt8fg/VDwGo54Zxdm5nfeLFyS7obGzomuLXUoioLz9V83h8xItOt+InZP+AMTN2UMMlUpkqqCrnZrMy02Zmb3uTU36K7GInQ60GpImbbSeHzG2mTU5KG2kL9ExblwJpU5rp8xfvQKzn/1I0pKAmrXituPULq7Xdslg4LX0MzcBnP53pYqUK1GPtTySkdRFFwK/ap5Xorg/H9nsdFqUFeiv4UlIWOQQaVIqiojXfxFBFD9lQEsUw3k9NpL97tJD5T8lESWqQbSt81hYnaeut/NkSRJqhQKEiozjYK9Yf9sHDMi0P7xPee3HQeQH0IfYDKpKkZBQuU87TM+XOsEyITqbgidDt3VWBkoJEl6qGnsnQnxzsDF9kavTkFCFbPtOKjVMk4+4GRSVYhxuA9ImbaS79cm398GPeBOH7zEykYz6MtbXNp2XCZWkiRJhVQ7tYqI2T+iAGoPuUiiKpBJ1XVyuK9iFE6s5DCgJEkPq4JhP61aMRnuU2TvVJUikyrkcJ8kSZJUMTT2zvRorUNRDMN+1U6tIufIYTncV0U91EmVHO6TJEmSKsrNq/zkcF/V99CWP9XFX0TodFR/ZQBLu69hjUyoKsy5iCzMQhsYJqzHX7zfzZEkSapwhVf5FS6bIBOqqu2hTKp0V2NvDPcdbk9+SuL9blKVlp+SyIeH25MybSUCZGIlSVKVpbF3pncPB0K8M3C1My2bkHPk8H1tm1TxHsqkCsCnTV3+ig293814qKzdrqb6qwPudzMkSZIqRK1GPtfnT5n2TlU7tYrLY8cSs+247KWq4h66OVUFk9IlSZIkqbzcqainHPZ7ODxUSVXhVX6frHWCg3KVnyRJklR2N6/uK+CYEYFN9BFDlXS5yu+h8VAkVXKVnyRJklTebrWHXwHV9f3wZEL18KjySZUs6ilJkiSVt+KG+woUDPudu95LJT08qnRSJYt6SpIkSeXpVsN9BeRefg+3Kp1UAVR/dQAfbw8GZNkESZIkqezuNNwni3tKVTapMq7yk0v9JEmSpLuksXcGuO1wX4Rc5ffQq5JJVeFhv4+3B8vinpIkSdJdC/HOKHKs8HCf3BxZqlJJVfGr/GRCJUmSJJVdwbAfFO2lAsPWM3L+lASlTKrOnDnDsmXL2L59O1FRUWRmZuLq6krDhg3p0qULffv2xdzcvKLaemc6HT5t6rKywQy5yk+SqqBKH4OkKqckq/wuyVV+0nUl2qbm0KFDdOrUifr167Nt2zaaNGnCG2+8wccff8yAAQMQQvDBBx/g5eXFp59+Sk5OTkW3+5ayug3mtCzqKUlVyoMUg6Sq4VZ7+BWQq/yk4pSop6p3796MHTuW5cuX4+TkdMvzdu/ezf/+9z9mzJjB+++/X26NLIn865v0nqc6kHxP7y1JUsV6EGKQVHXIVX5SWZUoqTp79ixmZmZ3PK9Fixa0aNGC3Nzcu25YSRVMSpfDfpXfa63Pcv5dQyCSpNKozDFIqlpuN9wHhh6qnCOHZUIlFatESVVJgtndnF9WhaulfxzZj3w57FcpaeydGR+wwphQyUAklVZljUFS1XGnop6FFUxMl6SblWn133///ceWLVu4cuUKer3e5LGZM2eWS8NKQmBY5fehXOVXqQUFWpJ7+LBcbiyVm8oSg6Sq4U7DfQUKD/vJpEoqTqmTqilTpjBu3Dhq1qyJu7s7inIjoy/8/xVNdzX2nt1LkqTKo7LEIKlquNNwHxiG/Gyij8h5VNIdlTqpmjVrFgsXLmTIkCEV0JySMRn22y4/LUjSw6QyxCDpwVfS4b6CVX7nZXFPqQRKnVSpVCpatWpVEW0pMTnsJ0kPr8oQg6QHX1Cg5fWE6vbn2UQf4bwsmyCVUInqVBU2evRovv7664poS4nIYb/SE3o9CfGnSYg/jbhp/okkPWjudwySyiY1OYb4S0fJzUm/300x0pZioEMmVFJJlLqnasyYMXTv3p3AwEBq166NVqs1eXzVqlXl1ribyWG/0os8s5lNv00gNdmwMtLeyY+OvSbhF9zmPrdMksrmfsYgqfTSU+L5Z+XbRJ/bDoDWzIpGrYbTouMbKKpSf66/a4WH/W41hwpMh/3kpHSppEqdVL366qts3ryZ9u3b4+zsfE8nhhZskvzhWifksN+dXYk9we8/vICdc0PqNH8ThJ6YiGWsWTKC50b9gYtHzQpvg8bemWf1PxjnI0jS3bqfMUgqHb1ex8pFg8lISya4wftY2viSGLeVvZu/QqO1oGm7kfe0PWVd5Sd7qaSSKnVStWTJElauXEn37t0roj23VDDsJyuml9zBnQsxs3QjpMlUVCrDj9rOKZSDWwZwaNciOvWZVqH3r9XIh76H3+L8V3KCp1R+7lcMkkovKnwL166EE9pqDraOtQGwdaiFXpfNgR0LaNz6edRq7R2uUj5KssoPZLV06e6Uuu/VycmJwMDAimjLLeniLyJ0Oqq/MoC1ctivxBLiw7F3bmRMqABUajPsnBuScDn8nrVDJlRSebofMUgqm8TLZ9FobY0JVQEH16ZkZyaRmZ5Q4W240x5+xZEJlVRWpU6qPvroIz788EMyMzMroj1F6K7G3hj2O9ye/BQ57FdSdo5eZKScQQhhPCaEICMlHDsH7/vYMkkqu3sdg6Sys3XwIj8vjax0090u0pNPo9FaYWnlWKH3r9XI5/r8qdsP9xUo6KWSpLIq9fDfl19+SUREBO7u7vj7+xeZJHrw4MFya1wBnzZ1WRkbCshtaEqjfrMBrFo0iMgTs/EJeg6B4NLZJWSmRVK/2ZT73TxJKpP7EYOksgmq3RkrG1fCD08msO5oLG39SIzbSsz5nwlt8jQarUWF3bukw30F5LCfVB5KnVT17t27AppRvILVfmahDe7ZPR9U2VmpJCdGYWPnjo2dOwB+wa1p230CO/75lLgow4ootcaCDj0n4VO9eYW2p3cPB+zf7cIlQCMDlFSO7mUMkkpOr9eRePkMikqDs1swiqKg0VrwxJBF/P7DixzZ8aLx3MDaXWj92HsV0o7S7OF3M5lQSXer1EnVhx9+WBHtKMJk2G+tE7KXqng6XR7b103l6H8/ocvPARQCQzrRqe80LK0cadRqKCENexN9dgcoCn7BrbGwtK/QNtVq5EOdv94iBhmgpPJ3r2KQVHJnj//NlrWTSE+NA8DRpTqPPjEFn4BmuHnVYdiYLURH7CQzPQF371Cc3YMrrC0lLepZWLVTq8g5crjC2iQ9PEqdVO3btw+9Xk+zZs1Mju/duxe1Wk1YWFi5NU4O+93Zzn+mc3j3EnyCB+Hk1pz01LNEn1nAb0te4OkXf0FRFCytHKlZ//F73zhZQkGqAPcyBkl3FnNhP38uG4WjWwvq1n4bvT6PS+d+ZPXioQx87S8cnP1RqTX412h7T9pjplVKVdRTDvtJ5anUE9VHjRrFxYsXixyPiYlh1KhR5dKogtV+0u3lZKdxZO9SfIIG4FtjMDYONfHw7UFQ6LvERe8n7uKhe96m3j0caPZlFy5tOy5X/EkV4l7EIKnkDmxfgJWtH7XCJmHv0hBHt6bUbvopisqcw3t+uGftKFjlF+iWXqI5VI4ZEbj9PIHzs380rFCWCZVUDkrdU3Xy5EkaNWpU5HjDhg05efLkXTeo8LDfp9uDyT/4cPZSJSdGcXTvUhKvnMPB2Y96Tfvj4l7D5JzUpEvk52Xh4NbU5LijWxMAEi+fwcu36M+qohjmUfWVn/ikClXRMUgyyM3J4OTBFVw4uwON1oKa9R8nsNajRaqgG0q3hKEoN7qH1BpL7BxDSYy/N6VbSlrUs0BBtfQYuaefVM5K3VNlbm7O5cuXixyPi4tDoyl1jlYsnzZ1+Ss29KEtnxB9bidLZnXl6L4VpKTkcvLQWn6c3Z1zJ/4xOc/Gzh1FUZOefMbkeHqyIZDdr7IJMqGSKtK9iEEPu+zMZJbN7cOWtR9zLSGJ2Itn+ePHF/ln5dsmJVoA7By9SU81jUFC6MhIPYudY8UnK4VX+ZVmHpWsli5VhFInVZ06deK9994jJSXFeCw5OZn333+fTp06lWvjHkZ6vY71q97FxqEOjTv8TO0mU2jc4Wec3FqwYdW75OflGM+1tHaiRr1uXAxfRELsFvS6HFKvHePc0WnYO/lTLbDVPWt3QS+VJFU0GYMq3n9bviY1KYYGbRZQp/kM6j/yDcEN3uPUoZVEhW81ObdBi4GkJh4l6tQ35OUkk5N1hXNHPiM7M556TZ+rsDaWpagn3OilurTteIW1TXp4lfpj3YwZM2jTpg1+fn40bNgQgMOHD+Pu7s4PP5TD+PlDPpfqSswx0pIvUbfF26jVhhouKpUW35rDOLR1KJci95hM+OzYezJZma9w5uBHxmMOztXpNehbVKriZ2vm5qRz7ep5rGycy6U3Sw77SfdShccgiTPH1uHq3QUr2wDjMVfvzsRE/MTZ4+sIqNnOeDyodmdadR7L7o1fEBOxDACN1orOfafj4RNa7PWFXk/iFUOPurNbjVJvrFza4b4CcthPqmilTqq8vb05evQoS5cu5ciRI1haWjJ06FCeffbZIkX4Siv/cgxCqyGr22BOr30451LpdHmAoZ5UYarrCZZOl2ty3NzCjr7DlnAl9gQJ8aexsfekWkDzYoOU0OvZvfELDu78jrxcQzVq36DWdOk7HRt7j7tuu0yopHuhImOQZKDX5RpjTgFFUVCpLYvEIICm7UZSN+wpos/tRKXW4BfcBnOL4rOdC2e38e+a8aQmRQNg5+BDh16TCKjZvkRtK21Rz5vJYT+pIpVpAoK1tTUvvPBCebcF71YhrG/+1UObUAG4e4dibulA7PkVBDd4D0VREEIQe34FGq0l3v7Nin2em1cd3Lzq3Pba+7bNZe/mr/AOfAZnz7ZkpUcTfWYBqxYNYcBrf96yZ0uSKpuKikGSgX+NtkScXI934FNozRwASL12lPTk0wTUeKnY51jZuFCrQa/bXjch/jRrlozAzjGUOs1eA0VFTMQyfv/hBZ4dueaOMUxj70yId+mLesJNw36y3ItUQUrU57p79+4SXzAjI4MTJ06UqTHauqGci8gq03OrCo3WnLbd3udqzHqO7RxJ1KlvOL7ndeKiVtKy05tYWNqV6bo6XR4Htn+Hp39v/ENexNahFm4+nanZ6EMSr5whKnxLmdtcnfNlfq4klcS9ikGSQbMOr6JSCw5vHcb547MJPzSFE3vG4OXXhOC6j5X5uod2LUZr5khIk6k4uIbh4NKIkCZTMbNw5eDOheX4HZiSw37SvVKipGrQoEF06tSJX375hfT09GLPOXnyJO+//z5BQUFl3nsr1avuQ7vir7A6jZ+kz9DvcXJ1JTVhG/b2NvQc8A2NHxkBGFbm/LX8Db6Z0pT501qw9c+Pyc8v2iVfWGZ6AtlZSTi4mpZfsHWsg0ZrQ+Lls6Vup8bemYkNNpP47lhK/7lRkkruXsUgycDByZf+I9dQq0E3MlL3o8+7QItHX6PP0O9Ra8wA2L99Pgs/b8u8T8JYtWgwSQmRd7xuwuVw7J0bolKbGY+pVBrsnRuRcIfyCwWbI5emsGdhcthPuhdKNPx38uRJvvnmGyZMmMBzzz1HjRo18PLywsLCgqSkJE6fPk1GRgZ9+vRhw4YN1K1bt0yN+epvR8wrbn/NB4pfcBv8gtsUOZ6eeplFMzqSn5eJnXN9dPlZHNy5kDPH/mLYmK1oNGbFXA0srRzRaC1JTzmDk3sL4/Gs9Ivk56Vj61D6QNOjtY7z714vnCcDlVSB7lUMkm6wc/ShY6+Pi31s+TdPEnthPxbWPlhYBRJ9bhfff9GFfiOW4uPf5NbXdPDmUtQJhBAoiuGjmBCCjNRw3L0Din3O3ezlB4ZeKpvoI5yXw37SPVCipEqr1fLKK6/wyiuvcPDgQbZv305UVBRZWVnUr1+f0aNH0759e5ycnCq6vQ+9v35+HZ0ul/qtv8HG3lAMNCFuK2cOfMjOfz6lbffxxT5Po7WgbuMnObbvZyysPA1zqtIuEHH8f1jZuBFUu3OZ2yQTKqmiyRhUeZw98Q+xF/bjW3MYPkEDURSFnKwrHN05knU/v87z7+665XPrN3uO8GPPcv74F/gED0RB4dK5paSnnKVz3wlFzi/rKr8CBcN+5+Wwn3SPlHqieqNGjYqtZizdvayMJI789yPWtm7UbtgPdTGfquIvHcXV+1FjQgXg4tmWS/Y1CT++rtikqmD5cq2GfUhNiefs4amcPTwVAFt7b54YshCNtuRdhBp7Z8YHrDD0UpXh+6yscvJ1RCQnY2Omxdeu6Ny1CympZOTlEeTogJn8xHvfyBhUsU7s/5W0tHhCm/THysa5yOOHdy1GrbHCO/BZY2+TuaUbXgH9iDr1Dfm52WjMisaT1OQYNGZWtOn2ATvXzyD+wm8AqDXmtO0+Ab+gR0zOv9tVfgUepGE/IQSRKank6PIJcnREe9Mq7qTsbGLS0/GytsHJUg7rVEay/HAl8fO8vsRdPALCUKdr4+pxtOz0Jk3bvWx6otAb61cVptZYkp9zrcjxyDOb2fTbBFKTDSsq7Z38eLT3FNQaM6xsXPANbIVKXfJfg1qNfOh7+C3Of3W8Sg37LT15ijkHD5OSa5ibVs/ZmcltHyHQwYHwa0mM37aDE9cMr6+jmTmvhDXk6Vo172eTJalcHdixgO1/f4rQ5wOw+99ZuHvVof+o30zO0+lyURSNybY0ACq1JSDQX39+gfSUeP5Z+TbR57YDoDWzokGLQbh51UFBwTf4ESytHE2eU6uRT5lX+RX2IA37nUhIZMK2HZxJTgbAxdyC0U0b0ys4iKz8fD7ZtYc/Is6jEwK1otC9egDjWjbHSpYRqVRkUlUJ/L70ZeKiD+Lq3RkPv57k5aYQfeY7dm74HJ/qzUz273N0rc6VmA34BA3AzMLwKTI9JZzUxCPUatDT5LpXYk/w+w8vYOfckDrN3wShJyZiGZv++JDnRv2Bi0fpkoI3e1wj8d3hXAI0Vagm1R/nIpi65z+6KPZ0UrtzTeTzY9I1hv/1Dz893p0R6/7BLhc+UHnhoKj5Jy+Fj3ftwcHcnC4B/ve7+ZJ0167EnmTbumlYWvvgV2sEWnMnLkev5fLFdaz5fhi9B99YmVerQW/ioieQELsZV++OAOh02cRHrcHC0hEzCxvjuXq9jpWLBpORlkxwg/extPElMW4rB7bPp1XnMTRtN/KWbSrrhHR48Ib9EjKzeH7dP7jlq5mg8sJGUfNnbjIfbN+Jo4UFayMi2BQZzRDFhXoqS06ILH48H0V2vo6ZHdvd7+ZLhcikqhKIPLURO+cGxrpUALaOtdn/75OsXzGWIW9uNJ7buc80ls3rx8Etg3H1fhS9LpursRvRaK1o3+Mjk+se3LkQM0s3QppMRaUy/KjtnEI5uGUAh3YtolOfaaVua1Wsmr7wyDGaKTa8qnY3HFAgSFgwIjuSz/btIy0nl/+pA3BWDK9hLZUF1/T5fHfkmEyqpCrh71/fRAHqNJ+BuYULALYOtcnJukrU2R0m54Y2fY59W+YRfmgyCXFbsLDyJCF2C7nZCXTu+6nJuVHhW7h2JZzQVnOwdax9/bq10OuyObBjAY1bP49abdrTUjDsx11OLniQhv1WhoeTm6/jY5Uvttd7AENUFlwV+cw7dIRjCQm8rHKjm8oBgCDFAku9ii8vXOBiahrV7Mow4UyqEDKpqgT0QoejazNjQgVgZu6ItX0w6akXEEIQfW4HJw+tIicrlXphTxFxagOXL/6JAji6+PPEkMVYWDmYXNewe3wjY0IFoFKbYefckITLpds9vlYjHyz/+t/dfJuVVkRKCp1UbibH3BQtfioLziWl4K8yNyZUYKgs3VixZkmyLP8hVQ1pyTFY2QYYEyow/J47uTUjJeEAAMnXojm6dynXrpwloGY7LsccJSF+LwKBmbkVXfpOp3Zj0/0/Ey+fRaO1NSZUBRxcmxIXtZrM9ARs7T0B01V+WvXdzaN6kIb9AM4mJROsWBgTKjC8/o2EFauTkxFAY8Xa5DmNFMMLFJGcLJOqSqTUGypL5U9BRXryaZNjuvwsstKiMLe0Z8c/n7Jq0SCiI46QdC2dY/uWk5GeiI1dDaztgrh25Sxb/5yMXm+6b6KdoxcZKWdMdpUXQpCREl6qPf9693Cg2ZdduLTteJXrpQLwsLImXGSbHEsXOmJFLh7WVsSIXDKF3uTxcJGNh7VpkJOkB5WFlSNZGRfJz880OZ6WfBpFUXPp/B5+mNWVo3t/Jjk5hzNH/+ZK7HE0ZnY4ODciLzebHRs+JyXJdDcMWwcv8vPSyEo3PZ6efBqN1so4l+pGQmVY5VfWhMoxIwK3nydwfvaPD0wvFYCnjTXRIpfcm+LMWZFjjDNnb4pR50SO8blS5VGmnqqNGzeyceNGrly5gl5v+kuwcGHFVcWtqiys7EiM38qlcz/h4fc4ebkpRJ2cg06XjW9Qa/Zv+wa/Wi8YV9tkZ8ZzdOcoLKw9qdFwnLGkwrkTf1OjXnfjdes3G8CqRYOIPDEbn6DnEAgunV1CZlok9ZtNKVHbNPbOVOcs16h6w34FnqlTiy/2HSBAb04nxY5EdMzXX0FRKYxu3JiBf/7FZ/o4RqhccUDNPyKFbSKNd2o3vfPFpQohY1D5qhf2NDs3zODMgYlUr/MKWnNHLkevJSF2I2YW9qxf9R5WdjWo3WQaao0len0+4Ycmk3x1PzXDJpKfm8qx3a+yfd1UevT/2njdoNqdsbJxJfzwZALrjsbS1o/EuK3EnP+Z0CZPo9FalNsqvwIP0rBfgb41gvnh+Ek+18czTOWCDWrWimT2inQm1WvJH2cjmH/lKpZ6FfUUw5yqb8RVGri6UlOWEalUSp1UTZw4kUmTJhEWFoanp6fJkNXDKj31Mumpl3Fw9r/jNjIZaVdJS4nF3skXC0sHkhMj0eXr0Jg5cuH0t1w4/a3hREWNWmNNQuwJtOYOeFd/yvhaW1h54On/BBfPfk9wgw9w8WxLrEMIZ4+vM0mq/IJb07b7BHb88ylxUasAw0bNHXpOwqd68xJ9b0GBllj+9X0ZXpV7Jy49g8TsLPzt7LAxK7746e0MrlObS6lpLDgTznyuAuBgZsaX7TtQ29WZLzq2572t23kxNwowdO8+G1KL/rVrleN3IZWUjEFF5eVmcu1qBBZWjtg7+tz23Py8HBKvnMXcwgYHZ38y0xO5Gn8alcaKlIT9HNwy0Hiu1swBfX4uKdeiqNN8BmqNJWCogu5XcwSJcVtIvnoAZ49WePo9wbmTC9Dr8o0rijVaC54Ysojff3iRIzteNF43sHYX2j39Gb07mpW5qOctFbOZfEXLyMsjMiUFZwsLPG1s7vyEm/jb2/NZ+7aM37aTEflRAKgVheH16vJEcBCtfbx5bcMmPkyMMT6njpMTMzq0La9vQSonpU6q5s2bx+LFixk4cOCdT67isjKT2LDyXSJObQAEao05oU370/qx94pMvszNSeff1R8QfuxPhNChqDSYm9uSnZUEippqQQNwdGvG5Yt/o9FY4xX0NCf3vIVOn49KZQY3LV9Wqy0Qeh0gAAWV2qLYrWoatRpKSMPeRJ/dAYqCX3BrLCztS/T99e7hgP27XbgEKJVwbkJCZhbjtu9gR0wsAJZqNf3rhPBao4aoSxFY1SoVE1q1YFhoXQ5evoKtmZaWXt6Yawzfc+tqPvz7zJPsioklIy+Pxh7ueJUhcErlQ8agG4QQ7Ns6h/+2ziMvx7B9j3dAM7r0+7zY5OrQrsXs3jiLnKxkACytnMnKSgahw8LKi9BHlhETsZz8vDRcvTuReu0wMRE/AhQp5aLSGL4W+jzD12pLhD4fcdMQlptXHYaN2UJ0xE4y0xNw9w6l1WPt76qoZ2WhF4I5hw6z5NhJMnWGUhItPT35uE0r3Es5PaCTvx+tvL3YGRNLjk5HEw934zVcraz4qWd3jly9yoWUVKrZ2dHQzVV+oKiESp1U5ebm0rJly4poywNFCMFvS14g4fI5AkPfwsYumGtX9nB49xJUKjVtun1gcv665aOJjthNQO1R2DrVJSXhIBfOfIe9cyMURc3li3/hGdCXoNA3AUhOOEhGagT1wl5nz6ZZJMZvw8XT8KlEl59JfPQfOLo1RVFUpKeEk3LtCGGti99SwtLKkZr1Hy/V96exd6bhpRVEUjmH/fRC8NI/G7iSnMZolTu+ijl79OksOnocc7WakQ0blPqaPra2+NgWH+EtNBo6+PneZaul8iBj0A2Hdy9m5/rP8Qzoh6tXR7IzY4k+s4CV3w1g0Bv/oNGYG889dWg1W9ZOxN23B+7VHiM3O5Go0/NRq3PwDnyG6DMLSE8+jX/I8wDk56Vx7uhUAmp2ICZqH7GRK6jhEIKiGD6wxJ7/FUWlxd6lITpdNpejf6daYCvj3oCFqdQa/GuY9qqU13BfgYIyCpfu4QT1BUeP8c3ho/RVHGmltuWiyGVJfAIv/b2BFU/0LNWHOwArrZZO/n7FPqYoCg3c3Gjg5lbs41LlUOqkasSIEfz000+MH1/8digPi7iLh4iL3k9Ik2k4uRuG0mwcaoLQc2TvUpp1eA1zC8Mf6GtXIjh/+l+CG7yPm49hOxgb+xooiobIU3Oo13wWp/Z/wKEtg3Hx7kB+bgqJcVvxCWhO03ajuBp/ivCDk0jwaI25pRsJsZvIzbmGlW0AZw9PIyFuM26edajdsE+5fX9BgZaGTrBKak9sHKeTkpim9qHu9VUwwWoLcnSCH46fZHi9esaeJqlqkTHIQOj17Nv2LW4+Xale5xUAbB1DsLIN4PC2YUScWG/yYWrf1m9wcm9FUOgY4zEbh5rs3/Qsao0VDq5NOLXvPZw926I1d+Ja3BYgj5ad3uRKzDH+/vVNsjNjsXduRFrSSVKvHcHK1p9L55ZyLX47+XnJPNJlxh3brbF3LpeSCYVVO7WKiNk/3tOSL3l6PUuOnaC74sAQtSsAwYoFXkLLmJSLbL8UQzvfyveBVKpYJUqq3nzzTeP/6/V6vv32W/79919CQ0PR3lTNdebMmeXbwkoq8fIZABzdTCcrO7g15eLZ70lNuoSrZ4jh3CvhRc7V6/VkpkeD0HNy//tY2wWRmRZNfNRvqFRq3Lzr4OJRi99/fAF7x2o0bv08F85uJ/1aBH5BTdFozImNPoRQa6nf/DkURcXan0ZiY+9JvSbP4u5d9g1lC4b9zlM5h/0AziUlYa6oqIOlyfHGihVr8pK4kpkplxlXITIGFZWTk05GajzeQaYxyNquOuaWrsa4U+Da1bME1Olmciwj9TyKouHCqW+wsK6GjUNtEuK2olJUWNm6EFynBzv+/hSN1oLmHd8g/uIREq9sx87Bm2oBT3E17hTp13bjF9QER5cA/ts8B5VaTXCdxwiu+1iR3RoKr/Irz14quPc19BKzskjOzaWxysXkeC3FEmtFTURyskyqHkIlSqoOHTpk8nWDBg0AOH78eLk36EFha29YWZKefAZbxxDj8fTrS5Bt7NxvnHu9fEF68hkc3Zqh1+s5vHUwWRkXsbINRGvuQErCIVAUrO1rkZ9zjfiLR0iIj8DWqR6x0X+Rl5tCj2e/IqhOF5N2xF88zIqFAxF6sHWsR+zFjRz7bxmd+06nTuN+Jf5+NPaG6uw9Wuuo89eHxFA5h/0KeNrYkCP0XCQXX24McZwlG3OVCme5L1aVImNQUWZmVphb2JOefAZXrw7G4zlZV8jJTsTWwXT1m429F+kpp4FeAFw48x2Xzv5oqCPlVJe0a8fIz0tHq7XD0jaA1KRjHNq1xDC8l59O+LG1hDTsy/Cx20zm8uTlZrJiwQDOHP0De+f66PW5nD3+GtWPduLx/nOMiVV5r/K73xzMzbFQqzkrcmjCjTmWMSKXDKHDU5ZceSiVKKnavHlzRbfjgeMb9Aj2Tv6cOzqNwHpjsbYPJunybi6GL6ZGaHcsrW8sc3X3roebdyjnj39BYOhY0pJOkpVxkcDQMXj49gAgM/0CR3e8jNBlAQJ75waENJ2KWm2BXp9H+MFJbFj1Lv412qHRGpIIIQQbVr+PhaUPtZt9jkZrg9Dnc+7YDDb+Np7A2p3uOCm94JMjGD49BnDe8EAl7aEq0LaaD+6WlnyefZlXVG74YsYekc6vIonHgwPlflhVjIxBRanUGkKb9efA9gVY2lQzzqk6f/wLzC3sqFGvh8n5DZoPYPs/07G2rY6TZztizi3D0a0ZtRpPQqU2Q6fL4dS+D0hNPIyVXXUyUsMJbfU1VrYBAFy59A+nDk2lZmgPAmq2M1730K5FXIk9cb1quuED5rXLuzi1733OHFtLvbbDy62oZ2ViodHQp0Ywq06H467X0kqx4RK5fC2u4GJhIedgPqRKvfZ02LBhpKWlFTmekZHBsGHDyqVRDwKVSk3vwQswM1NzbNcr7FnXhTMHP8LLrwEde92YMJ6dmczpw2to/MhwbOwcOLHnTaLPLMDc0gP3ajfKH1jZ+OHu24Os9GhysuLxCR6CXpdDWvJp8vPS8K05jOysZC5F7gEgPzebgzsXkRB/Cu+gAWi0hk9KyvWlzrr8bKLObLnt91C4K97VzrAKR60IzlxO5ExKGrqb6v+AYcXd8YQEUnJyEEJwPjmFU4mJ5BVzbkUyU6uZ0+VRcq3UvKmLpp/uHJ/r42nm48XbzZrc07ZI95aMQTe06PgGwfW6EXH0c/b8/RiHtw1Hl3eZ3oO/M87p1Ov1RJzeiLWtB3Ua9SPy5BwObHwSIfLxrTkcldowsVytNsev5jCEyOfKxXW4enfCwroa6SlnyUy/gItXJ6xs/Th7fJ3x/pfO7+Xofz/j7NnGpMfeyb0ldk71CD/2F0Cpi3peuRzH8aOHSE1JLvJYdnYWJ44dJvpCJADmuxbx28dzSM7NK8tLeFdGN2nMI9V8+J8+nn66c7yhiybdQsXcLo9ioZEbljyMSv1T//7775k2bRq2N62SysrKYsmSJQ9V4T1LayecXANJTjT07qjUWpzdgtBoLdHr9axd+hLnT29CCEOlc62ZDa27vc+Bbd8CFkWWw6rUFojrs8PPHBhPfl4GoANFhZNbC8CwQ/zmtRM5smepcSlzkaXO17/W6W4dZIrrit+/dyeT3hvFufNRAHgcOsE7TRrTyd+PtNxcJu7YxfqoC+gBjaJgo9WSnGso41B4R/V7paaTE38+2Ye9cfFczcyitosTwY6Od36i9ECTMegGlVqLi3swEVor8vMM1dDtnf2wtjWsEDu+fzmbfp+ILj8LMHzoqlW/F3n52USc+PuWsUOvy+LKxXVcidmA/nqVdWu7QIRQ0OlyiY7YxR8/vkxuTiqKosbKrkExbbNAr8s1LHoho0TfT3LSNca/8yqbNvyFEAJzcwuefm4ob703CY1Gw5Lv5jD3i2mkphuSahdba66lZRhjUq/geN5v3uyeLVKx1Gj44tH2RCQlczwhERdLC5p5eaK5D7WypMqhxElVamoqQgiEEKSlpWFhcePNqNPp+Ouvv3B7iJZ6mpZUGFOkpEJWZjIRpzbg4dcLN58u5GRd4cLp+ez4+zOC63Ql/NgfJCccwsGlIQB5ualcif4LrZkDgfUMvVl6fR4hTSaTlXaBqNPzUVQaEuLDObxrMU4erfH070P4oY+JjVyJvUtDlOu1rGIjV6AoavyCHinS7lvtr3Uh6jwvDnmSunVqs2jcBMzMzFi4aBFvbdrE9926Mu/QEY7EXeYllRs1FAsOiUyW5ibQGCueVjub7Kjeptrtiw+WJ7VKRUvvB6dyslR2MgYVdbuSCl36fcaG1e9jbReMb42hqDVWxEWt5PSRNYS1eRlQERu5gup130BRFIQQxEauAEVNSNgUEuO3cOXiOnxrDMPaPojoM4vJyojExeMZVi8aitbcmZqNRpMYv5OE2M1UCx6EuaXh9c9IjSAl4SCDR0yhllc6WvWdV/oJIXjl+f5EnT/LJ5MnU7tOHbZs3sxXX3+NSq0mMLgmn07+gG6KPR3V1bgq8vk+LQErVIxXeXGGbJaejUCn1zO5TdHYV5ECHR0IdHS4p/eUKqcSJ1UODg4oioKiKNSoUaPI44qiMHHixHJtXGV2p5IKer0eZ482BNYbDYCtY22s7YM5uPk5Lp7fA4qKk3vH4OzZHq25PQkxG8nPSyOkyac4uoVh61ibAxufJj05HJ+gZ1FrbTh7eAoHd36HlW11ajWeiKKoCKw7mtMHPuTQ1uE4ubcgI/UsyVf307TdKGzsPUzafPP+WoUtWzIfS0tLFi1ahKWlYUVdkyZN6N6tG18fOsye2DjeUXnSWmV4YpBigQr4QZ/Am3gwRuXBVZHPoqPH72lSJT08ZAwydaeSChtWvYtKZUbd5p+j0Rret3ZOdTmy4yWO7vkR0BN/4TcyUs5i51yflIRDpKecxsXrUZzcm+Ho1pTc7AQSL++gWo1B2DrWYf+/TxJ+9A/0+lxqN/sUKxtf7JxCSUs6xqGtw3D1fhS9PpfEuE0EBIXQrfcAXO1KVjrhyMF9HNy/hwULFtC+XTsA6tWti06nY8F3C3F1caWVypaRKsMioJoKBCrmvKCL4hJ59FE5odYrLIw4z+thjXC1qiKTt6QHSomTqs2bNyOEoEOHDqxcuRKnQvsNmZmZ4efnh5fXw9NjcKeSCobHmpk8ZmntjYWVFznZV7G0qY5KUUiI2wxCj0ptQa2wyTi6hQFgZu6ItX0NMtMM8wYcXQ33yc3OwDOgq7EAn7Nna+q1/ILTBz4iLnIlHtXq0+LpWdQMNS32eaeVN+fCT9O0SZgxoQJQq9W0btOG33/5BTCUKyissWLNIhKIJQ97RUMjYcXapKQ7v3aZWUzd+x/74y+jUSl0DQjgjbBGsstcui0Zg0zdqaRCemo8do51jQkVgKKocHRrzqVzSwFw9e5MQtwW0pJPAQoe/n0IrPva9XMVHF2bcuH0fAC0ZvbYOtYmJSkKMws3rGwME7HNLJwJbTWHs0emcTn6D1w8A3lu+KsMHPYK3u4lXwF3NvwUAG3btDE53qZNG2Z/9RXRFy/QW+Vu8pinYoY3Wi5c31y4sWLNfP1VIlNSb5tU6fV6Fh47wa9nwsnKz6eOszPvt2hKNbvbbzMmSXdS4qSqbVtDNdzIyEh8fX0f+vL4dyqpgKIiLfk07r43JqPn5SaTk3UZrbkN2elRCJGPtV0wGjM7UhIPEXVqHraOIWjNHNDlZ5GZHoX99eHB9BRDEqfWmJGefMqkLTYOtQFwdPHn6Rd/MXms8HDf7fbX8vT24b9dW9DpdKgLrfw7euQIHlaWJGRkcFbkUL9QYhV+fdd05+u/Rmf02bhYmtaNullMWjq9V64hW6+jLpZkomPx8RP8ExnFuif7yMRKuiUZg0zdqaSCjZ076aln0evzUKlurIZNTz6FWm2GLj+LhNhNaMxssXEIIe3aMS5H/4GTWzPjB8K05DOYWRoSGb0uh8y0SGzsnElKvEBuzjXMzA2JrZmFM5bW1UhJPMQvf+3Gwkxd6lV+nl6GHu5jx45Rv3594/Gjx46hVqtxtHckPCmbztxY0ZwidMSTj5ti+P7OXo9JHta3v/lza9dxLCEBH7T4o2VXTAw9V65hcffHqO/mWrqGS1IhJfoLdvToUeO/lJQUjh07ZnKs8L+HReGSCqnXjqPT5ZAQu8VYUqFaQFMuR68lLnIV+fmZZKZFcebARASCek2eQYh8AkPH0KDNfOo2n0HDtovIzU7kwukFZGVc4syhj9HnZ+Pq9SjJCQc5f/wL3LxDqdO4HymJh7lwegF5uclkZ8Zz9vA08nKu0bzDqyZtrNXI55bDfTd7+rlhXLp0iffef5/Y2FgSExP5dPp09h88yIh6danp4MBX4grHRCa5Qs9efTqL9FdpgCVWqPhZn8g+MsjIz7/tfd7esg2dXs8stR9TNdWYpfFjrMqDuIwMvjp46LbPlR5eMgYVVVBSIT5qFfHRa9HlZ5GRGkH4oY8xt7CjdZd3yM9NIfzQFLIz48jLTSH6zCKSr+4jpEFPFEWDg2sYYR2WU7vJFMIeXYGdU33OHvmUvJwUYiJ+JiF2I+4+XcnOiCX80Cfo8jPo0PNjQHDmwEdkpJ5Hl59J3IXfiLuwhtCGTXF3KH1CBdDikXb4+Qcy9u13OHDwINnZ2axbt45Zs2bRtccT9B/2EutJ5Q99EplCT7TIYZouFjXQChv26dOZr7+KGvC4TS/VXxHnOZaQwBCVC3PV/kzS+DBfHYC1UDF289ay/jgkCQBFCHHHzUhUKpVxIuOdPh3qdLpSNyI1NRV7e3tGTjhqXAZcmQi93lid2NmtBsr13pRrVyP4bckLxtV/ANUCH6Fu46fQ6fPZu/lLUhKjjI8piobWXd8hOTGK8OObaNT+J5PXM/LkHOIiVxo2XFa0CHFj9Z6rZ216DvwWGztPVn434Hpphes/OkVFaNP+JqUcSlNo73J8LFevXObYkQPMmDqBzEzDah8zjZqXggJ4oWUrLqWl8er6jZxNSTE+TwMUpFAqwB9zLpDD3M6daOnjRVJ2NjHp6XhZ2+B0vRhn40U/0B5bXlGbduOPyo8i01LNL7164GplRUxaOsk5OQTY22GuVnMuORmVohDo4IDqpt/BuPQMErOz8Lezw8as6L5jVVl6bi7Nf1xGSkoKdlV46KKiYxBU/jiUlhxLRnoCji4Bxvbp8nP5Z+XbnDnym/E8a1s3WnV+GxS4dH4PJw+tAuMmxwpefo1p3uF1Vi0aSP3W87GxD75xj6STHN050nhu4b2qzMxt6dx3OsF1u3Jo1/ds/WsyQn/jQ5SLZyA/rdmOj3vpM6qMjHSizp8jLS2Fj8e9ReT5c8bHHmnTkRlfLcTSypqJ749m1a8/UvBnq3AMAvDHjChy6VcjiLebNkGrVnM2KRkrrQY/OzsURWHA2r84dyWRpepA1IV+l37RJ/KDPpFVvR8nyNGRtNw8otNScbOyws3Kitj0dJKyDTHp5jp4GXl5RKak4GxhgedDttn6wxKDSqpEw3+RkZHG/z906BBjxoxh7NixtGhhWOa/e/duZsyYwfTp0yumlffRhbPb+HfNeFKTogGwc/ChQ69JBNRsbyip4BZIcmIkIFBUGi6d383FiB0AqFRagmp3xdLGEUsrZ8LavIC5hS3rV76DWmNVbEkFlcqc4AbvYe8axpFtI3B286ZV5zF4+YUZz3/y+Z+4Gn+aY3t/Qq0xo3Hr540V3Es63AeQmHCV8W+/wpZN/wBgYWFJ36cH0LBxcyyz4uiYFkXOkQuAYbPhVX16ceDyZUZv3IJVjp4vVL4cIpMcBFdFHr+Ia+iAF9ZvQKuo0Ak9ekCtKHSvHsC4ls0RCCyK6SC1QMWFrCw6/vwrDubmXMsxzJGwVKvRaNSk5RhKN/g7ODC+eVOaeXmSkJnFuO072BETazy3f50QXmvUsNQbmUqV28McgzLSrvLPirFcOGvoRdFoLWnYcggtO71lLKlw3syavFxD2YLsrBTWryzY30/ByTWQaoGtEEJHvSbP4uZVm6hww7VuVVLBO7A/Hn49iYtaw+ULq3js6Vn412iD1syQMDVsOZg6jfqyf8d8snPSGDS4F2HN22KmKd2QrBCCuV9OZ9H82WSkpwPQrGUbRr3xHnl5udSoVYeQOqHG8z+ePpsXXnmLL8YOZt3eI8xW/EhV6YkXuSjAcn0iACvCz7E6/BwalYqc6zX0Qhwd+bjNI+Tp9WhRikQhc1QI4Ik1f+BgZkZGXh55QqAAjhYWXMs2DC1am5kxpE5tXmoQigDmHDrMkmMnydQZ0ruWnp583KYV7rKi+kOpREmVn9+NXbOffPJJvvzyS7p1u7GHVGhoKNWqVWP8+PH07t273Bt5vyTEn2bNkhHYOYZSp9lroKiIiVjG7z+8wDMvr2bzHxOvl1R4y1hS4eLZ73HyaI1XQD9iI1dw7uTftOs+noatbhQl9PJrzIkDvxRTUuFPrO2DcfZsTXLCQbIzY2jY8gO8/YsWs3T1qEWHXpNMjhX0TpVkuE8IwagRzxB76QLTpk6lVkgIG//9lzlz52JlbcukUc+h/eN7YnQ6dFdjUbt6oSgKYR4edA7wZ/npM5xXcmmp2LJdn8YSkcijih1dVPYkCx1L9Akkks84lReR5PDj+Siy83X42NmxKSWFfsIRB+X6XCyRxRmyeVZxwknRsDgnAT/MeE3tzjZ9Gr/lJDNo4EA6duzInDlzGPnvJpY/3p13t2zjSnIao1Xu+Crm7NGns+jocczVakY2bHB3P3ypUnlYY5DQ61m9eAgpSZcJrv8ulrb+XIvfwb5t36DWmGNhaVekpELUqW9QqfKo1WQyKQmHuBi+CJVaw8DXbhTt9PJrjEqlLbakgqIyo1qNQQh9Htcub6N67U4E1+1apG1mFja06Tu5xFMMirNo/ld89b+pjBgxgu7duhEZGcnnM2YwZ9Y0Vv+9q8i+jgDVfP357OXn+GfvEdaRwguKGz6Y8ZIuEmc0jFd5Yaeo+UufzGZ9GoNVzvhiztLkREas+4f+tUOYk5DILpFOK8XQ6CyhZ50+mVpY8IzKmZ9yE4kEJqi8SELHouyrVPfz4/OZM/lr3Tq+XrAAS42GXL2Obw4fpa/iSCu1LRdFLkviE3jp7w2seKKn/HD3ECp18c9jx44REBBQ5HhAQAAnT54sl0ZVFod2LUZr5khIk6nGqsN2TqEc2jKQnRs+v2VJhZjzywmu/y61Gk/k8LYR7N0y1ySpykxPQFHUnNz7Ni5ebdGY2ZMQu4X8vFREejThhyaTGLcVn4DmBIZ0KlFbS7uv1v69Ozl6+ABLliyhVcuWgGH5cl5eHj8s+ZaXXh2D1+OD8eZ7YrYdNyZWAG+FNWJdxHnez7tIG8WWwyKThljxusrd0JumQA3FguG680SSQy+VI5Z6FV9euMDM9m15e/M2XtJF0U6xIxMd20U6NbHgKZUTWkWFAxo+0ceiRuF5tRvpOj3r//6H8ePHExYWRru2bfli/wFOJyUxTe1D3euT54PVFuToBD8cP8nwevXuWQFA6d56mGJQdMROrsadpG6LL7F3NvTY2DrUQq/P5cCO7zAzs7plSYWczHiqBQ8ABNFnFpFy7SL2Tob9PDPTE9Hr8wwlFVIjsHOqR2riEdKSDa/f+eNfknL1PyCPFh3fKLZtd7uXn06nY/H82TzzzDO89+67gCE5DgwMpFfv3mzZuI5OXXsW+1w/dxdauznz+5VEzupy0AjIQjBZ7WP8sFZLZUGiLp//9Bk8qXGmprBgWF4kZioVbpaWTMuKo6VIwxUt20UqmegZq/YkULGgtmLJMN15TooshqhdcULNxAsX0Ol0vPfuu6Snp7Po99/R5efTXXFgiNowuT1YscBLaBmTcpHtl2LkhsoPoVKn0SEhIUyePJns612hADk5OUyePJmQkJDbPPPBk3A5HHvnhsaECkCl0mDv3IjEy2eB4ksq6HXZ5GTFk5+XjkZrS1ZGIut+Gc2uf7/ghy8fY8+mWVjZBeFbcygZqZEkXd6Nk3tLPP37kZ+Xhj7/Ei07vckTQxYV2eX9Zhp7Z3r3cCDEOwNXu5IHt7Php9BoNLS8PnxSoE2bNmSkpxMXc4kk60DyHh+MT5u6JudYmZnx55N9aOrlyR5VJsnoCFUs+U0kM0kXw2e6OM6LbPwxMy51bnQ98TFTq/m8XRvy1LBOJLNVpNFJsWOy2gft9TIRBaUb3tNdZJzuIn7CjPirV0hPT8fCwoJmLVpwLjkFc0VFHUxXGzZWrEjLy+PK9XlhUtXzMMWgxMvhqNTm2DnVMznu6NqUvJw0MtIu4+BWtKSCmYULmelRCKFHUTSAnj+WvsyeTbNZtWgwP31tSFaC6r+LSm1OQuxm1Fprguq/A0B60j6C63ak/6g1OLvdepeEu9kcOTnpGglXr9DmphIKdevWxcnJmXPhp2/7/C/D6jMitC5xWh3HySIAM86IbD7TxTFJF8PvIpl6iiUXMEwdcFA0BCoWRKSk8HufXnhYW7NHpLNWJGGDmplqXwIVw/CnlaIiRLFkjUji5fwo0q7vihEebphb26ZNGxIzM0nOzS1SaqaWYom1oiYiOblsL4z0QCt1T9W8efN4/PHHqVatmnHZ65EjR1AUhbVr15Z7A+8nOwdvLkWdMJkcK4QgIzUcW3sP0lNiiy2pgKJCCMGR7c+Tm52Ig2sY50/vJDf7NzRm9mjN3chOv4hnQB98gvobn3v6wIc4uQYy6PV1RdpSnNIM993M08uH/Px8Tp06Re3atY3Hjx47hlarxcX19pWpHS0smN+1MwCNFi1hhUgiR+ipp1hxReQwUaShBppe37393PXkKidfxztbtqFDUBMLTpNNgGKOpXIjvw/H8MeyGmacENkcIwtLM3Osra3R6/UcP3oUdytLLqWlcZFcfDE3Pvcs2ZirVDhbms4VkaqOhykG2Tp4odflkJV+AStbf+PxtOTTqNRm10usFC2pkJt9DXMLV8IPfUJC7Eas7YLJzlbYvXEWCmDjUIuc7BNotLbUbT7D+NyE2C0APDliGU5ugbdsl8bemVpe6Rgms5fxe7Ozx9rGhmPHjtGlc2fj8YsXL5KUdM1YYuF23ghrzBthjRn4x18cvXqVj/WxBGKOnaJmof4qFqhwxtBjnS30XBS5tLGxoceq30jIysJHMSNV5GOHmmrKjTiSLwRnRTZOaMhAx0xxGQBvb28Ajh09irWZGTqdjrMihybcmJweI3LJEDo85Zyqh1Kpe6qaNm1KZGQkn3zyCaGhodSrV48pU6YQGRlJ06ZN73yBB0j9Zs+RmRbJ+eNfkJOdQG52IpEnZpOecpbGrUagKBrCD08xKakQfeY7nNxacOnsEvT6PBq1/5GQsMnodTk4ubeiyaO/UqfZZ+j1eYQfnERWxiXy89K4dG4piXFbqd9iYInaVrjrvSxzGR5p+yjePr6MGTuWw4cPk52dzdo/M4JuHgAAVnRJREFU/+Srr76me68nsbN3KPG1XK7XhPla7c/Hah9mq/14SeWGDvDGjEP6DL4RV2ng6sqne/9DBcxS+/G5xpeWig3f6xPYrU8nV+g5LjKZpbtMNcz4XO3Ld+oAnNCQl5/H1atX+WDcOKKio3mlUQPcLS35XH+ZcJFNttCzRZ/KryKJx4MCi6zOkaqOhykGBdTqgLWdB+GHPyEt+TQ6XTZXY/4lJuInajfqi7W1C3GRK0xKKpw58BFqjSWKyoyE2I3UaDieBm3mY2ntg1ZrR6N2PxDa6mtsHety/vj/SL66H70uh6Qr/xF18it8AprfNqEqKNVyN71UYCjY2u+ZwSxcuJAVK1aQmZnJiRMneP2N0Tg6OdO5W68SX6tTgB864FWVO7M0fnys9uErtT96wBY1sSKXz/Xx5CDIyc8nISvLUFJB5cfLKneOkcUPugRShI4rIo//6eNJRcc4tTeL1NV5VLFDASwsLVmxYgULFy6kX3AQfWoEs0oksVGfSrbQc05k87mIx8XCgg5+vmV/caQHVolKKlS0yriUOTU5hsz0RGKi/mPn+hno8g29J2qNOY90eQcrayfW/fIGFlbeZGfGGJ+nKOrrGygr+NYcjlf1J7kcvZbIE7Np2Hax8dNmYvxOzh7+BN31zUoVRUXDlkNp0+2D2y4ZL1jdp9PpSIo9idbMjMCgmkWec3D/Hi5dvECLVu1wdnHl3PVqxUE1QlBdnzx57uxpXn3+OS5ERRif17rdo4x6413MzMwJrlkbJe4Q27+cjtmlazSrVafYNrX84Se65NsyWO1iPKYXgkG6CJIxrLyp4+TEOy2aMuzPf3hUseMllRvR5JAnBN/rEzhKlvG51TBjvNoLL8Uw7Pq7Polv9VcBsNRqeb1RAxq4u5GSncPHO3dzKePGZq3tqvkwvV2bEiVVQgjOp6SQp9MT6OiAXi+ISE7GxkyL7wOyNFguZy4/lS0O5WSnkZQQSXZmMht/G0dq0kXjY9VrPUrnvp8y75MwrO1rkHG9ODCAotIaN1u3sg2gQZuFZKVHc3j7C3hXfwq/WsMN18+6yqn940ye6+5Tn14D52NtW7QApsbemaBAS5N5VJcuRpGSnEz1oBpYWppmWHExF/lvz04Cg2tSN7QhsTEXuZaYQED1IKxtbK9/j9m8P+Zl1q1dbXyeh5c3H07+H84urvj6BWBja8eWTf+QnZlJh87dsbCwoNqpVZyf/SNqD8OcpUm7drPtTCTzVf4msfDb/CusvR6FbNRqxrVqwfT/9pGbncdS9f/bu+/oqIo2gMO/u5u26b1DCqGETugtVKkiiEhRka704oeAUgREUBBEQJAeepGudKVK7x0SSggtkN6Tbff7Y5OFkFACQQLMc47nuHd3584uyZv33pl5pwgP0JAs6zgsp/CHHEtW4QlzJPoq3KinMPxOxclaOuoels5p7OdLl9KlkGWZeWfP8U/Ew38bD0tLpr1Xn0Anp2f/IwPRqWlEpqZQyMYGWzMzbiQkkqHTEuDggOkbMNFdxKDsnmv4b9OmTTRt2hRTU1M2bdr01Nd+8EHuEwvfFMkJkWxfO4SIq/sBQxKlNDE3JlUqS0ccnH1JTTYs3S1b63dSEsNQp0dhaeNPRtp9Lh8fAcgkx1/m+N+GeVIAoafHU7zCSFTWhXByr4lplZ84d9BQsNPMwhYnt6JPTaiy7k7t2r6e3ycP537kPQCKFC3O2B+nUaFiVc6cOkavru2Ij4sFDPV9zC0sSMucY1TY15+RY3+mZnB9kCE58WHdKQk4emAf+/f8bfisZuZkqDOMgcb22Bl+aVCXqo9tBaLVy1g80u90Wc/v+gckZL5TAi7FxvL55m0okYiSNXTVXcdQgMFQW8YdEyLRYo7ENEVh4/wqwFiCYUjlytxLSebX4ydJy6xF5Gj+8Ja9hUJJEQd7zJXPnqB+9kEU3+0/YKy7ZWViAjKkZC6LLuPkxLg6tShib//MtoRX712KQXq9joM7J3PqYAhajeFiw1z1cEsepYm5IVYoTAAZD58PDPvvxV/ExNQOW6dyHNvZ2rhy7vS+bqQmGRKCe+HrUFkXxtX7PcxVLpStOYtjf7dGq44HSYmjSwBm5rnXWQoooiLQy1CqJeLmDfoO7s2JY4cAsLW1o0fvr+j6ZX8yMjL4vG1TLp4/gz6znIG5uQUZGYYYamllRaduvekz8BtMzcyIiYlGAcY4E/vgPr26tgXARKlE1svoMutsmSqUtPu8B7PaZb8jqdHpsZSU2eLnDn0CO41RCNJ0Or7Z9y8yYIuCYbpbXMqcamCNgvJYchJDnBwiuVNV8TCxNs8c5vSxtaVT6ZLMP3OO9n9uNnx2U1PMHynd4GNni6PFs6cfJKnVjPn3IDvCb6IHTJCwMTMjTm2YKuFsbsGgKhVpWfTJc9qEgue5kqpWrVoRGRmJq6vrU5crS5L0woX3CgK9XsfahZ1ISYqnaPlvQVISdno81nYlKVru02wlFT74fC6SpORe+DoKF+sEgCzriAhdgK29Nzq9ltj7/+Lu0xJX78ZkpD3g5pV5nD/8FUF1F6NQWhB5cxNKEytKVBrHg1tb2bluGBaWDgSUbJSjb1kJ1fmT/zJ2SDcaNWpE5ymTSU1LY8aMGfT4vDWrNu6iS4cW2NnZMWXyZGRZZsjQoVQMCuLLL79E1uuZPWcOvbu3Z/XGXXzWuhHKtAz6K9zwl8w5ok9mlSaW2ljTVGHPBnUcx8igr8IVK5SEaKLpuf1vdndoi/0jQaNWIS923rzL+7I9VpKS6fr7HJaT6apwoYyk4oKcxiJ9NJKJCeaWKk4kJlJTsqaFwp40Wc9yfQwRaCmPitOksZckGmZuRaGW9fylj8cUiSSNmmUXL/Gx5EgVhRU/6e+RkaHNc0mFyJQUemzbgZfOhO8UnlyW01iljaOxZMd7SltiZS1L42LptmU7f7X58J0rKFoQvSsxCODIrukc2zcb7yKf4OBWg9CTY9Hr0nMtqeDpU5nIm5tw8WqIytpw1+b+ra3odWkUKf8+F0+sxdq+GIGVf0RpYsm98LWEnf4BM3MH7F0qEffgEFp1PH6lByDrNYSeXYBer6VZu6m59s1UCenpaXT7tCUmSolpv/6Kt7c3GzZuZPKP32FtY8vGtSu4eP4MfXr3pm69evTt0wetTsfQId9TJCCAbVu38vv0nzE3V3HqxBGOHtpPa8mBWgob7shqFmqjACXDFZ6clFNZIcdQHWtaKu3ZqI9nacjvlDFP4NEiD7W9vVgfdpWzpFJWYckhfTLT9PepJ9nQTGFPoqxjiT6aCNTUb9CA3f/8QyI6hik8cJFM+EefyBY5ATeUxKBjm5xIJdnaWBx0oxwPQIfAYow/dISyqOit8Ga3nMjfmkTaZCupEPNcJRUG79rLmXv36alwxR1TftDfxUEN/RSeWEtKNqvjGb7/AA4WFmKT+jfIcyVVWVcbj///2yY8dA+xD0IpW3MmNg4luXpmEmbmTpSs8lOOkgpXzvxJ5TpfcnTPTJLizmFlW5T4qKOkJt3g/U9msnnlAJzcgylSZhAANg4lsbIrysndn3H5xHdo1PGkJIQSUG4o9s4VsHMqjzojiuN7Z2dLqh4v5vnH4hkEBpZkxvTpxmG8ShUrElynDt8O7kV6ejqrVq6kdOnSDP76a7w8PZk3d67xqrVSpUo0aNiQ0d8OJCUtlXEKb8orDLftA5QWaHQym+UEBkjuDFd60k93k5NyKt8qPfGTzOmpC2fq8ZOMrlXD2Mc+QeX57M5demtvEiRbspckeitcaaawN7QrWaBCwTTtfaR0BUUwZ5jCw1h+IVBS0Ul3nQDMuYeGqfr7HNYn4ymZsV9OIhotHUsFsvTCRT6QHOiodOaUPoUHaF+opMKaK6HIOj1jFV5YS0oWaaOpihX9sqq8SxAgW9A9/QZ/XbtO+8AS+fQTJryodyUGaTUZnDy4EE+/NviU6E581HEy0iJzLalw8sACPvhsNutDunBqXxcc3WqTkXqXmMh/KVG+FfFR11EozShVdZJxU2Vbx9Kc+bcnV8/+jLV9CWIi9+PgWg0Pn5ZIkgKFwpwrZ6ZSq/HX2Np7GfuVdVEHEts3b+DO7Qh27tiBv78/AOXKlSMuLo65M6dwP/IuX37xBQMHDmTXrl3ci4xk7Zo1lC9fHoCyZcqQmpZGyNwZJCfE00Syo2tmSYJikgWFJDMG6iKIQUsHhRN6WWadHMcg3PhG4UF/fQSTV/5Fk5oP6/fV9ylMZTc3vrt/h5qyNefkVEqj4iuFuzHOFJcs6Ky7zuHDh5GBMUov3DOnGBRXqojT6rhOOi0lB9bKcfTT3aSyZMVVOZ0zpOFmacnF6FhcJFNGSYbv5if9Pd5/gZIKobFxHLh7l6EKD2orbFipj0ECflB6YyMZ4lagwoIoWcvCs+dFUvUGyfOAbepbvFQ95n4YJqY22DgYVsOlJodj75x7SYXoyFBqvDeYpu1+xdJSIjFmP25e/nzcYyW+xeuh12UYNyXNorLywtzSnfioY6Sn3qNk1Um4FWoKGK6w7Z2rEH0/1Pj6hwnVw8noYaGXqF2rpjGhArC2tqZiUBC3wsOxs7OjdGlDCYSwsDCqVK3Kxk2b6N2nD7379GHLli1UqVKFm+HXUQDlpMdKEiisSENPFFqUkkQFydJYFsFbMsMZE7aH3+Tno8dYdekKg3fv5ZdjJ2hTohgejrbswTDUWVHKvvIlq6SCWp1BZckq2216a0lJSVTckbTMUvhSC2uOkcImOY5kJXxVuSIdAgNJ0miMy5dvosYc6YklFfr9vYt1oWGoc7lrERYXT3EssM4MXhGoqajI3l9XyRQfhQVhcfE53i+8Xm9zDEpOuo86PREHF8PwVkrSDRSK3EsqqNMTsbH3pEOvdfgEVCIp9gBKZQL1PxhL4zY/kxB3C1uH0saECgxzNx1cq6FOjyYmcj/eAZ9RotL3SJnD7YYSMTJxUYZ5lrmVbLkaeplChQobE6oswcHB3L1zC51OR+3atQFDDLK1tUWn1zNs2DC69+jBtGnTKF+uHPHxsWhlvTE2ZAmQLLBDaSyFEKSwIgOZ+2hRSBKVsCQ2IZlvT19gzZVQxh86Qr+/d1HM0YHgwt6cMskgDh2VFNnjjL1kQhEsSE1NxV0yNSZUWSoprLiPls8VzvRUuBKJmo1yHBdJp7qnBzs+bs3V2HjKyipMJIl4tCSiy7WkggoFk48eZ9qJk0Q+Muczy9W4OOBh+ZibspqikoUxoTL8W0kEYUlY5muFN0OeSyrY29sbCjDWrUudOnWoVasWVm/J0lEbe0+0miTSkm+jsvbGXOVKcsKVHCUVkuIv4e7ljyRJlCj3ASXK5ZzDISlMSYq/jFvh5sZjGnU86rQHWFh5oVHH5wiUyQmXs10dAjnKJXh6FeLc+fPZXqPRaLhw8RKOzs7cuBbG7du38fb2xs3Nje3btrFmzRoqV66MXq9n8NdfY2VlhZu7F/FxsdwgA38eDuWFyemYAA6Zy5DD5AzjDvBxspZYtAT4FGX55TDUWg0BkgXWKFh06zYSEoV8fQgPDydMTsdNejhZPKukgqmJCaG6h/WFADSyzA0yqIMNZgoF70v2/KtLZkHTxlTxcAcgVaPBXKEgjAwqYIULJmQg51pSQQHE3Y3lu7t32RAaxpwmjbAwefij7mFlxSnuopFlTCUJF0wIldNp9kifkmUdd2U1ntZvx8/22+RtjkGWVk4oTcxJTriCvUslzFWu6PVPLqlgaeWEmWNhmrX7NWdb1s7ExYSh12tQKB7+LibHX0JSmCHrUrG2K/bYc4ZJ6zZ2Xk8s2eLh5U1k5D2io6Nxdn64OOXcuXPY2TmQmBjPuXPnqFq1Kh6eniQmJtK2bVsKFy5MkSJFmDtvHgBm5uZoMzK4KmdQg4cniJQ1JKLDNfPPU5hs+J12zHx8mXSsbW04qYMtBw5hJykphgWb5EiS0VGoUCGSb90iTM4eZ9JlPRFkYGZmRlRGBgmyDrtHkhhDCQUlSkmiCXaskeJoWNyfETWqPfzsNlZcTYhClmVsUGKORBg5SyqkoUdKzGDp2QusuHiZ+U0bU9L54cT1rP0Bw+QMykmWuGDCmczN6s0emU8aJmfg+Y7tJfimy/Odqr179/LBBx9w8uRJPv74YxwcHKhWrRrDhg1j69bnq69UUAWUbISltQuhp8eRHH8FV++mpCaF5yipkJp0HWs7j6e2VcivCvcj/uLejXVotamkJoVz5cQYZFnGL7A3em06V55SUiHrLtXj2nfszsGDB5k8ZQqxsbHcuXOHIUOHEhX1gC/7fo1CoaBvv35cvHgRZ2dnUlJTWb5sGStXrGD1qlUsXryY1NRUqteqi6lSySR9JFfkNDJkPfv0SSzXx1BNskaHzEJdFBdJo6FkS7icwY/6e1haWtG3Xz/UWg2DFO5MVRZmXGYZBXOFkgYNGmCqUPK7/gEn9CmoZT2n9CnM1N/HRFLwfsuWnJRTWaaLJlHWcV/WMFl/j0R01JdsOS+nMl3/AH9bWyq5P9x02dLUlBYBRfhDjmWPPpFyWGKPkom6e9lKKqzWx9JIsmOSSWEmKgtx9kE0Ky9dyfYdtilelAR0TNFHcl/WUF+y5R85kY36OFJlHbdkNRP195AUEi0DxCTRguZtjkFm5lYEVmjN7avLiLrzN3ZOQZiaOXDl5NhsJRVuX12ChcoOM/MnJ5PVGgxAq04g9NR40lPvoVEnEHFlIfFRx3D2qIOVbVGun5vy1JIKuZVsad7yYywsVPTr358roaGkpKSwfPlyVqxYwSedemBmZsbUX3/lr82bKVbUsPima5cu/PP338ybO5c9u3fj6uqKk5MLJUqXY50cy059AumynmtyOj/p7mKFgkpY8a8+iaX6GKpk3vleoovmvJzGyO++Iy01jaqSNQsV/oxSerFQ6UcZhSU6jZbAUqU4ICezRh9rvECapLtHOjL9+/VDj2HoLkLOIFXW86c+jh1yAg0kOx7IGqbqI4mVNbQpXizbZ28XWIJr+nTm6KNIRU9tyYY1+thsJRUm6u7hgJJJykIsUPjhqlUw9sChbO2Ud3WhuL09M+QHnJNTqS/ZkIKOSbpIImU1ybKOlfoYjsjJtC8pph+8SV6qpIJOp+PYsWP8/vvvLFu2DL1e/0KTRAvSUuYHdy+wacmXJCXkViYBFAozLKy8sHd0pt2Xq5/YjladztIZzYmLfrgMF0kJ8sPvR6EwRZ+59PnRkgqBFQs9sahn1gaks2f8jEZjeK+VtTWjxk0hOuo+v/w0BkmS0Gg0SJJEcHAw8+bOJSzMUAG+aNGifN6pE0kpGbT7tAvfD/8KtVZjbN9EUqDNXGnz6IocAEc7e8b/9CN/rF7N5b0HmSV7c0fSokaPD+bM1N3nqC30+OILfpk8xdgOgBJ49CdDArJ+8B4/j7+tLTMaNchR1iBVo2HI7n3suX3beMxMklA/8iNcVbLia4UHFplXe+O0d4i2M+G3Rg3xsnl4xbf1+g1G/3uQFK02R38A7M3MmFivDjW8sq90LGje9eXM+RWDoODEIY06lS0rB3D98t/GY4+WSQCwsi1GSmIoX3xzNNfyB1l2/zWG04cWg/F3MftPukJhhl6vNj7OKqlg513iqbWojh89yFd9OhMd9cB4rNVHHejZ/2ua1AnC1taWxMREAJRKJSdPnCAxMZHomBj8/fzYvHkz3w4fzuwFfzB6+EDu3XsYb00VSjT6R+IkD+ODUlLQs3cvHB0c+H7cOGYqfbBBSRRa3DElXJ/Gt/Jd+vXrx9KlS4l7ZOjs8Tjz+ONHvxkrExNG1qzO+0WyD3ECLLlwkanHThhX+z0e25wxYaTS01idfZ8ukYlyJL83akh1Tw/j5PXbSUn02/GPcQUygIkkoc2MZ0pJonPpUgysFPTUVeGv27segx73QknV5cuX2bNnD3v37mXPnj1oNBqCg4OpU6cOAwYMyHMnCkowy6LXaYm4doDdf45BlhwpETSauOhjIMuG6ujnp6FURPNJ7w3PbOvW9cNcObsJlaUTFWv3IOb+FeJjI3B08cfJtTgRV/ejUafi7VcVG3vP595PKzrqAYcP7sXU1IxawfWxsrZhzm9TmPPbZEoHBnL0xHEATBQKLK2tjQHOzs6OlMQkY8JTrXowZYIq8+e6lXh6uLFg/nz279+PVqulRs2aDBkyhL17DTva16tTl7379qLP3LndFoVxwbI5EmpkY1CyNDNHr5BIT0/H0tKSw4cOcejQIZKSkqhcuTILQ0JYFBLCZ6UCSdZo+PPaDbQ6HRLQwNeHMTWrY/dIuYRHhcXFGSaMWqqo5ObK8fsP+PHwUSwT1PxoYpgYKssyf8ixrNDHosnsVWU3N8YF1zImV6kaDQfu3CVDp+NOUhIh5y6QlJmolnJ0ZHzd2gW+pMK7GtDyOwZBwYtD0ZFXOLbvdy6f2UTVRhtJjr+COiPGUB095Q6XT4yk+5AD2Ng/PfFPTori5P65aDRplKncAXMLG+7cPIa5hQ2Fi9Tmwb3zxMfcxNHZH/dC5Z96UfcotVrNoX93kxAfR7mgKvj4+hNx8wZN6lSgcaNG7N61C3XmRYujgwOxmQmOubk5JpKClHRDuQgvD29atfuMowf3c+zoAY4cPkxoWBiRkZGUKF6ca9euMXCQYcFPcHAwp0+eJDE5GQAbFKSgRw9kDeRlJTgmkoSbpyd37hgStrlz5uDo6Mi169fxKVwYKysr3m/RgppenpRxdmJN2DWiM+fr+TnYM7ZGdSq45b6zRHx6Ogfv3kMCanh5Ep2axsJzF9h49SorFUWwUhh6c15OZbIukigM34O7ypKh1avwnq9hg3BZljlx/z53klKQJFhw5hxXM5MsBzNzBletVOBLKryrMehJ8pxUubu7o9FoqF+/PnXr1iU4OJgyZco8+41PUdCCWZaje2Zy6J9plK89z7hcOT3lLqf3daVK3V5Ua9A/386V26T0vDp35iQdWtbHUWFGJxzxksz4V5/EOjmODh06oNFoWLtmjWFHdUXm8l8pDgc/Xz76pDM/jx/Jxg0bKFHCcLv53r17NGnalNq1arFj+3bMUdBZcjIu//XCjM8UTlhLSv7Sx7FPTqarwhkPzFisj+YOapo1b85fmzczZ/ZsGjRoAEBSUhIftmqFHzLuVpb8EXqV/v37ExwczNlz55g8aRIlbKyZ1/j5NpMGCDl3ganHTjBNWZjCkrmxYGhLyZ5ghQ2RsoYlcgymVuZs/KgVZo/Usvrz6jW+2fevoaSCIrOkArGkmkkFvqTCuxjQXkUMgoIZh+KibxAypT6+JXvj5W+o3aTXa7l4dAhKRTKfD9iWr3cxXnaTZL1eT40K/iQnxNNOcqSqwprrcgYh+mjsvT0Y9L//Mfir/1FKNqetwhEJibXEc1ZK57f5K+ndrR39+valXz9D/T6dTseXX37J+QsXMDc35/bt2zST7GigsOV33QNuoaaTwplAScVZOZUl+hhKYsFnSme26OPZLSfh5eVFQkICDRs04Oeff0aSJGRZ5vtx41i9fDmT6tSm3z+7afTee3Tu3NlQpmb6dK5cvMiGVi2ee07TnaRkmvyxls8VznyscOSurKaf7iZFMKedwglTJDbKcRyTU1jUvGm2hC06NY0P1q7HVavkE8nRUFJBb9gbdeZ7DQr06r93MQY9TZ4nqru7u3Pp0iUiIiKIiIjg9u3b+Pn5Yf0WTqYrW/UzLp5cy5l/v8TZsz4gEXNvN9Z27pSv/nm+nedl9vB7VOS92+iBEZI7AZm3nospLUjV6dm5bTvaJ+2ofvUKbu4eBBQL5OO2bWnerBnm5uZs+vNPbG1t+fTTT9m6bRv9FK5PX/6ru8UxOYUJSkeKSRZ00V0nLT2devXq0at3bxo3boy7mxtbNm8mOSGBsQ3r0W373/Tv35/evXsDhs1UnZ2d6dWrFxeiYyjl/HxViT8uUYwNoWH8L/EWtWQrDpBCA8mGHkpD4CouqfCRzembfJO/b0bQzN/P+N4FZ85RVbIWJRXeEO9SDHJw9qN89c6cPjSThOiTWNr4EffgIGkpd2j1+bx8S6geL93yojIy0lGnpfGR5MinmTssBEgWuGLCiNu32bhxI45KU8bIXsYCv6VkFT2lW2zetIZuPQcy9dfJHDt+nFKlSrF71y6uXb/OjBkz+GHs99SQrOmtdOOWrCaMDP6ncDdWPQ+QLFAiMV8fhRumfKVwJ0qn5UZMDKNGj2bosGFcvXqVmjVrcvLECY6dOMHXVSrxR2gYgcWLM2PGjOxlamrXZtWlKwyqXPG5PruXjTWdSpci5PwFzsmpJMo6TJEYq/Q2TkcoJavoL0ew6PyFbEnV2tBQ1Fod3ysKi5IKb7g8J1WnT58mPj6effv2sXfvXkaOHMmFCxcoW7Ys9erV48cff3wV/XwtLFS2tOu5hhP75xJ2YTvIMuWrf0rFWj2wsLTPl3M86crwZvh1Vi1bwPWrVyjk40fbT7pQtFjgkxvCsNTZ3sScALJX8w2SLNkWZ6i+XlxyY7k+hjA5HXuUNFLYYaU05dbNcOYv3cB33w5g89ZtpKWmEFCkCHPnzuXU6dPAs5f/VlRYsUkfD4CTZIIv5ly/fp0tmzczc+ZMZs6ahaNKRU0Pd7rVrkGKRoNaq82xS32dzMdX4+KeO6myMjVl0ftNCTl3gR03wklN0lNRyv5H1lcyx1lhyrXHyiRcS0jgPUX22/yipELB9S7FIIC674/C1bMU546uIDFmP56FS1M5eCruhcrn63kev6hLSUlmw5rlHNy/GwsLFU1btKb+e82ylXN53L07t0lXZxCkzD7Pq5xkiVKSuBoaSmmtGfsVyRzWG4bwqkhWlNaZcvXieSZMnoVKZcmyRXM4dOgQFubmTJ82jYYNGtC7d28+UhgufCIyVxMHPVa6paJkxVyiuC2rcVRYUklhxaX0aNq0aYObmxsDBg5k2eLFlHZyZFqDetT3KczyK6G836RpzjI1lSoRdjUsT9/h/ypXpLijA6svXeF2TAxBsqUxoQLDPKnyehWnY7KXSQiLi8+9pIJsyV+ipMIbJc9JFRiWNH/wwQfUqlWLmjVrsnHjRpYvX87x48ffuoCmsnSgVuMh1Go8JF/bfdqV4aEDe+ndtR2WlpYEVSjPjs3rWbV0AVNmLKRhkxZPbNPD05sEbQb3lZps5QzC5AysVJao1Wp+0z0AGcpIlpyX09ipM8y1cnX3YOTQfuzauYXy5ctjamrK8ePHGTRoEF999ZWxnacv/003LoNOlfXcRk1FNzfMzMwoVaoUOp2O3xvWo7ijYcuNqNRUFJLE2XPnjLW1AM6ePWv4PHm882Bnbs6ASkH0CSpP8LKVXNWmE/zIUu1oWUOsXoPHY2US3C2tCE0TJRXeJO9SDJIkiVIV21CqYptXdo6AIirgYT2l+Pg4OrVrxvWroVSrVo2oyFv0//IzWn3UgR9+nvnEO2TOLq6YKJSEyemUeaR+0w0y0MkyLq6uHLp7j936JEpigYTEVPk+KiSCnJ1Z/8cypk0eh4eHB3Xr1OHwkSMMHTYMDw8PXJ2cCI1NpxF2xjIvV+X0bDXxssoouEiGOBSqTzcWPq5YsSKyTsenxYvRr2IF43s8LK04lxlzsmg0Gi6cP089J0fyQpIkWgQUoUVAEUb9e5CDV8PRybKxMjvAVSkDTxv7bO/zsLbikKwWJRXeAnkuqbB+/XoGDBhAuXLlcHV1pVevXqSkpPDLL78Y/xgKT5e1y3tuw306nY5RQ/sRFFSB/fv2MmfOHPbt3Uv9+vUZ9c0AMtLTc28UKFW2AhKGpcLXM8sM7NQnsIE4PmjVEoUk4YgJ85V+fKf0YrbSl5aSPQBHDu5l184tzJk9m7Vr1rByxQrWrlnDhQsXOHrsGH4+PkyT7z9j+W8KDSVb7shqftLdRYNMkyZN+PfffxkzejQV3N2MCRWAi6UlDXx9mDxpEjt27iQjI4Njx47xzbBhFHF0yFZSIS9MFAo+DizOn3I82zOXat+QM5ioj8TG1Iwmfr7ZXt++VAl2iZIKbwwRg/LPo8U9H41Fc36bzL07t/nrzz9ZvGgRGzdsYNKkSWxYu8K4N2hubO3ssbGzY7k+ln36JDJkPZflNH7WR+Lm7IKpmRkZyIxTeDPRpDA/mRRigtKbdGTOnTvDuFFf89FHH7F71y7mzp3LwQMH8PX1ZeiwYbT++GN2yAn8qY/DUzbFBzOm6+9zRm+4wDumT2auPorSqLBByR/6WA6SjKuHB+Hh4QwaNIi0tDQ+LJb9d7p98WIcPHw4Z5ma6OgcJRXyom2JYtzXa5iuv0+UrCFB1rJQF8UFfVqOMgkfFStKCjp+1ouSCm+6PE9Ud3V1JTg4mLp161K3bt1sdxheVEGcIPoqlQjypmzhlFwngp49fYL2rRqwcsUKKld+uA1DaGgoTZs1Y3bIGmrXbZjjfYkJ8fw29SdWLZuPo50dkVFRxueUkoQu8595gMKN9xR2xudSZR0ddNdQmptTtkwZVq1cma3dvv36sX37dvR6PUokdI8sxzaBzDUtOUsSKAFTJNIzj5ZydWFavTq4PVakMSEjg//t2cfhO3eNx4o4OjC9ft0cJRXyQqPTMWL/ATZfv2E85mKh4peGdSnvmn2oT6fX88OhI/xxJdT4GURJhYLrVcQgePfiEBiSqhbB+hwXdw1rlqFhg3p8N2qU8ZgsyzRu0pRyFasxbuKMHG3pdDoO7t/Nl53bUKpEIBcuXzI+Z6ZUotbpUADlsWSsSfY5QmO1dzhBCjrg8KFDuLg8HD7cvmOHcc5ljv7zMAZBzvIGdihJzIxathYW/FCrOvUKF87WhizL/H76LLPPnkObWY7DysyMkdWr5lpSIS82hF3lh4OHjRvAm0oKegeVp0e5nAsrdobfZOS+AyRnlrgRJRXeTHke/nvw4MGzXyQ8kYmdk3EPrdxoNIaaMSpV9u1XLC0tsz3/8PUaJk8YxaplC8nISEelUvH3rl0cPXqUmNhYypUty6FDh/hu9GgAzB+7OWmKAgUSsl7Odk5Zlpkzdy67dv5t3GutTPmKfNqlJ8sWzyH21Bkm480pUslApoykIkQXxSGS+UBy4EPJgSHybTzdHOlbsQIVXF1yDQx25ubMa/weF6JjuBoXh4e1NZXc3VC8ZBAxVSr5qW4wvSqU48yDaBwszKnu5YlpLvNBlAoFRRzssTY1NZZU8LK2xs3qBZY/Ca+ciEH55/FhvywajRrLx2KQJElYWqpyxCCAnds28ePYb7h311C+YNDg/+Hu5saly5dxc3OjZGAglTIvEi1yGSBRSQrjVZnFI5u1Hz9xgh/GjjU+dnJw4ov+Q7hzK5zFC2YxXfIhUaEnUlbjLZmRqtMykntUxYqPFY4cl1PYpEhkfJ1a1PT2QmWS80+eJEn0qlCOj0sU48jde5gqFNT09sLK1DTHa/OqVdEAGvgU5uCdu2j1eqp5euD02PeaxdPaGg8rS2PdKltTM/zt7Qp0QiXklOfhP+HFPTrs96TlyqXLVMDewZGFISFk3USUZZkFCxeiUllSqUqNbK//ZeIYli+eS6+eXzJlyhTS0tLYsHEjderUofWHH+Lt7c269evx9/dHCfylj0PzyM3JbXI8GmQqVa3BoUOHuHz5MgArVqxg4sSJNNJZMVlZiKEKDx6cO88vP35Hm3afE6HP4LqkpobChnoKW0xRcJY0giVbOildCCOD27Kaz0uXJMjN9ZmBoZSzEy2LBlDFw/2lE6pH+drZ0bJoEYILeeeaUIGhpMKEw0epobXkZ2UhvlV4kBSfQrct20lW5/wDIghvukeH/Uxz2Xe8Vp2GrN+wgdjYWOOx48ePc+7cOWrXzV7q5OTxwwzq3ZmSgSVYsngx7u7uhISEULRoUVp/+CE1a9Rg1apVhrjn4MBRkrkjP/y9ipTVHJSTMbO0RKlUEhISAsDt27fp0qkT1vfjGa3w4kelN8XjM/hx7DCq1ayDuZk5W0mglKSigcKOYliwS0rGFiVDlR54SWbsIon6voVp6OuTa0L1KGeViuZF/Gnk55svCVUWGzMzGvv50ryI/xMTqujUNHps3Y6cmMEohScTlYUoqzFj+P4D7Lt1O9f3CAXTC01UF/Lueeu/mFtYMPibsYwY0pcbN25QrWpVTp46xbFjxxgyYhy2dvbG1yYnJbJq6QJ69+plrOty6OBBRo4cye5du/Dz92f79u3cv3+f+fPm0b1HDy5lpNNbF051yZoIWc3xzKvUtp90Ji42ho/btqVZ06Zs37qNOpINXxpLEoCfbE7Pe+HIskzV8uUYeeYcNbHCGiV75URS0SPLMpN09zggJ1PDw4Pa3l45PmNBI0oqCO+S56mJ17Pf1+zbtYOmzZrRvHlzEhIS2LJlKxUrV6dR05bZXrto3m8EBAQwa+ZMlEol348dS89evWjWvDkNGjTgwoULHDhwgB49enDz5k3+2bGD/rqb1JVskYA9ciJ6ZCoEVaV0uSBjSYXk5GRIV/O90h/LzMnbJRUqBkp3WLV0AQOGjGTiuBFckzUE6s04TRpX5XSKY0GIPpoDUjJaJXxR2P0Vf6MvT5RUeHuIpOoVe3SVX9y9y6xevpBb4TfwL1qcdp92xcfXMGafkpzEutVLOXxgL5ZW1vQd9A2nThzhry3bKOTjx/Q5y2jQqHm2tu/cjiAtLdW4IzzA+PHjKVO2LGPGjGHf/v24u7vTq2dP5s2bR0ZGBsHBwYRevsLm6GhMLcxo3bQ127dv59bNcBat/IuQeTPYtnkDSakpVFRkD0bekhnupirCr19lye/T6NK9B/svhCHL4GKpoqKTI5dj47EyNaF/0SA+Kxlo3JLhUakaDZuuXuPAnbuYKZU08fOlgU/hfL1DlReipILwrtCaKkm/NpXhfxzE3t6WFq3aUqtOA2NBzH27d/DXxjWkJifx8SedeXA/kt1792NhbkGvAUP4vGsvzB4rhht25SL16wajzCyoW79+fVauWEHffv1YuDAEkOnbty+RkZEcPnwYH39/LFUq9l65AjIUL10Wd3d3bt+9z4DBIyhaLJCVS+dz5UooZSWVMaECUEgSQTpzDl48z6yFq4mLjWFZyGwupyWgsrSkVqUGPLhzh1OpKTStWZ8hTaugX7MDXeQtlO6FjO3Issyhu/fYdPUaSWrDKuWPihd94i4Or5ooqfD2EEnVK/RoUc/TB/5kUJ/O2EkmBOhMWL9/LytC5jAz5A9KBJamY9umRIRfp2rVqkTejWDzpjV83L4TcxatfeLQmaubBwqFknPnzxMUFASAQqGgdGb5AisrK2Kjo/l12jRKKSwpgQX79u2jZvXqzNuzGzMzM27cuMG6devw8PTGxtaOfl8Np++gb6lV3p+wxHTq83DiYZysJUqXjpuHJw3bdiIiIhx/yRwbScnZ1FTiMzJY/+EHFHrKZMXEDDVdtmwjLC6O0pIl6egZdCOcpn6+/FQ3+LUkVqKkgvAuSE68zx+zPyYl/g5lUHFboeevDav5vFtvho74gXEjB7Ni6XwCAwNxcnJi/u9T8fQqzNI/tuHskvt2LQBuHl6cPnMm27Fy5coZ52AlJCQwY8YMPEwsKKZTcjbxBla2tmz480+KFi2KLMu0+KAlXoX9kSSJ5i3b0LxlG8aO+B9/r1yaoyRBmEKDZ6HiTJ7wHQtm/4otSkpLKi6mpHJg7z989c1Yun35cLeLQh6uXJu+FF3kLVAqUbp48svxkyw4dx4fhTnOspLpt+6w4uIlFr/fLEfJlf+CKKnw9hBzql4xMxMJG9N0Rg3pSxXZkvlyYUYpvZhPYUroTBk5uDczpk4gJuo+WzZvZvGiRfz15yZ+GDeOP1Yu4sihfU9s297BEWsbG6ZMmcLWrVvJyMjg+IkTDB48GBMTExq99x6paWlMUHrzk8Kbn00KM07hzcFDh1ixYgXnzp9n0Fdf4eLqRoPGD++CSZJE+0492EoiW/TxpMl6wuUMJnIflaUVD+5HEhERziCFO9OUPvyg9GaG0gd0ev63e+9Tv48F584TEZ/AVKUP45XeTFEW5muFO1tvhLMn4la+fe95IUoqCO+CQ7unIyXeZ5aiMGOVXkzHm+4KFxbPn8nqFSGsWDqf0d99x5+bNrEoJIStW7eSmBDHjF8mPLVdF1c3Tp48yU8TJxITE8Pdu3f55ptviIyM5MNWrZCAlpI9s+VCjFZ6sVDph2VSGiO+HU5UVBRjv/+eS5cu0r5j92ztftyhE7E6Nb/I93kga0iQdSzRRXNGl0yrtp8RMmcaVSVrQpT+jFJ6EaL0p7SkYtrEMagfmQt5K7A1bpMm4RVcGnQ6zl+9zIJz5+mscGaGVJgxSm9mK31Rp6mZevzEq/jqn0mUVHh7PNedqtatWz93g+vWrXvhzrxNHl3ld/Twv8QnJtBR6YNp5hWXhaSgAw4Mu3ebLZvW0qZNG4oUKWJ8f7t27Zgzdy7bN2+kWo06uZ4j4uYNEhPiKVWyJH0z51QB+Pj4oNVqOXXiBFUk62xF+MorLCmvt+T7779HBjy9CjFrwWosLLJPoOzZ72vu3o5g5rqVzMSw2srZ0ZlZs5cwYkhfvCQz6ksPJ2T4SOY0lOzYERv/1O9lx/Ub1MEGf+nhbfY6ClvWEseO8JvU9yn8lHe/Gp1KleR2YhLzroQyF0MpCnszM6bVq4+zZe4TS4X/lohBL8fEzolrZ9bRSm+Nu9IwfCdJEi2wZ51JIquXLcTLy4tPP/3UeGfcz9eX9u3asnzlKkaP/+WJbV8Lu0JgYCAhCxcyZ84cwLBa2dfXl4OHDqGUFHyqcDbehbaTTPhIcmDaqZNUq14dc3MLvhk1gRq16mZrN7BUWSb8MpsxwwawJ91QGsVEaULf/t9wP/IuOlnmc6VTtpj6qcKJYbrb/LXhD1q3/dTYVpxVERxadMK/3Bmm9R2DnaTkQ8nB+FldJVOaS3asDL/Jj7L8n6+487WzY1K9Oozcd4Du2nDAUFKhW5nSfFjAN1QWsnuupMrOzu7ZLxKMHh32s7N8WAbh8XIGWUuLtVptrsuXVarcly9nyXpu6NCh2NvbcyU0FHd3d0qVLElQxYpoNFoscindoJIU+Pr4882YSVSrWQeTXFbFmJqaMmHK7/TsP4QzJ49iZ+9A9Vr1MDMzQ6s1tPt44LFAQubpZc80ej0W5FxZYy4r0Oh0ubzj1VMqFIyqWZ2uZUtz8v4DbMxMqeHphblJLsuihNdCxKCXp9Vqs22ZAoahCjMkw3MWFjm2oFFZWj41BoEhDlWsUI6QkBAOHjiAiYkJtWvXpl///ty5cwelJGHK47HCcJ7vxk2hcfNW2DvkXrm8Rau21G/YlH/37UKjUVOtRh2cXVyZOul74MkxNT09NUdbcVZFiAssglX51Zhev5NjmMYcBVq9HpknFbx5td7z9aGmlycH7twlQ6ejsrtbjrp+QsH3XEnVwoULX3U/3hq5rfKrVKUGSknBRn0cX2SuppNlmY36OCxMzQiu+x5r162jc+fO2NvbA3Aws7xBzwHfPPFcfv5FsbCwYGFICLN//51SpUoBMH36dCRJomGj91i+aDGRshp3yXB1ekdWc1xKo0/bjtSq0+CZn8fH1984mT5L7ToNWbl0PhfkNEpJhmQwQdbxt5yIp83Tx/9rFfLm79DrtJEdsM/cSuKKnMYlOY1PX/MKF28bG7xt3o2ij28aEYNeXNZimY0BgWy9fImmkr1x8vdROYVIXTot6jdi7qyp7Nu3z7gXZ2JiIn/8sYbguo2e2r6Lqzt//fUX/fr25YMPPgDg8uXLHDhwgObNmnH9+nW2KeJpITkAoJFlNpNAYInStP20yzPvCllZ29C4WfYVhx+3/5x5v03ONaYqJYn3W378xPbKf9SLaWu3cVBOpmbm3fY0Wc92OYEaLk7I0ffA5fUU/bU0NeU9X5/Xcm4hf4iJ6vnExM6JgCKqzO0esgeJ6KgH6GQ9m4g3Lv89q8ggVE5F0kp81vkLDh3YQ9NmzWjWrBmxsbFs3baNqtVrU/+95k84I0Q9iCQjI4M9e/bwQcuWBAcHc/HCBf49cACA8xcuICsk+moNy5dlYL8iBa/CvrT7tMsLf9b/DRvDlg2r+Tb5FsGSTWZJhSRS0fNzyaffqv6iXBl2h0fQRx1BbaxJQ89+kijr7Ewzf78X7pMgCDk9epGXkZ5MjFJPb25RU6ciVtJxUE5GgYSLqzs1a9fniy+/pEmTJjg7ObFl61bS0zPoM2jYU88RevkiWq2W91u04P3mzcnIyOCvzZtRKpUcOHgQd3d3ZkdGclJOpRBmHFWmc1/SMHvUDy88zOZVyIc6DZuy6e+thOkyKIWFsaTChx9/mq30zOOqVg+m4XvN+envLdTQJ+Msm3BQkUKKiZ6Q9u8hX3uQY7WgIDyvPG9TA7BmzRpWr15NREREtgmBACdPnsxzJ96k7SFSkqI4d2wFkbfOYGntRMmgNnj7VXnidg8AO7ZuZGCvTvw8aRLr1qzhZvhN/AMC8PP3Y/GSJZQPqkK1mnW4H3mXE0cPolJZ0rzlx3zW5cscc50etX3LBgb17szYsWPZt28fV65cwd3dnQ7t2/PV//6HytKSGrXqYW1jy5ljh5EkiQbNWtL1i35PvN3+vGKio+je8UOuX7mILIO9swvzB36G74FTzwxG95JTWHjuPPtv3cZcqaRpET86liqJZT4W3HtXvKtbROR3DII3Jw7pdVqunPuLqxe2I8t6/Es0oET5lpiY5CwH8OiWWKX9Henbpw93797lyMFD2NjYUKtuHVavXo2llQ3132uGmZk5B//dTWpKMlWq1aZbr4E57lQ/rmKgBy0/+ABLS0t27d6NqYkJjZs04eLFi+zdu5ey5SvhH1CMsIvniYl6QOkKlejWayCly1Z4arvPY9Sw/vy1bhVatRpTc3PadezOkBHjnvk+jUbDyiXz2LB6GUkJ8VSsUZvuvQZSJKA4DinXMP1zEXf2nX/4hsxVg0JO72oMepI836maNm0aw4cPp1OnTmzcuJEuXbpw7do1jh07Rp8+fV5FHwuM2KhrrJ7THnV6MrZO5Ym8E8qFE39Qq/FQOg4aR27bPQB4ehkmXzs6OrJk2TJkWebb4cNZvGQJxYsXx0plyrxZv1DY158V6//GwdHpufpTrHgpJMkwH2L2778bj5/JXN78ZZ/BfNHnq5f70LmQZZnJE0Zx5dJ5SpcujZ2dHYcPH+bbeauZVcSXZ6VrHtZWfFu9KlSvmu99E95+73IM0uk0bFryBeGhe7B1KA0KJdcuDuPCiTV81HUxJqYPt3h5fEssD09v7t67x08//QTAP//8Q5++fbG2tiaweFG2bFpDcnIy0+csy3V/0Scxt1ARGhbGH6tXM3z48Mx+6qhTpw7ehX1ZtnZ7/n0Bj/h7259sWLMcR0dHypQuzclTp1mxZB61671H9Zq5L+7JYmpqSseuvejYtVeO57Imtbu2MDy2jjiTrSRDbkTCJWTJc1I1c+ZM5syZQ4cOHVi0aBFDhgzB39+fUaNGZdvS4G2056+xgAVB9edgZu6ILMvcvDyHAzsm0ndgB0yVvrm+r1SZ8pQpG8So775jwoQJqNVqVq9ezfgffqBdu3YAXLt2jY/btmXmtJ8YPnric/XH1z8AE1NTJk+ejKuLC/Xr1+fc+fMMGzYMpVLJh20/y6dPnt3+PX+zYe0KJk2aROsPPwQMGz63bfsx84AhhV9uE1JBeJp3OQZdOrWe8NA9lKzyEw6uhouSxNjznD88kDOHl1Cxdg8g52IZgPYdu/PLT6MpUbw4LVu2ZOiwYdSqWZPffvsNc3Nz0tPT6dmrF6OG9WPnv+dyXcCSm4CiJTh+9CA/TZxI927dyMjI4JepU7kXGUnbT158msHTZKSnM+qbAdSvX59fp07FzMyMtLQ0enzxBaOG9mPb3lPGYqQvIs7q4UrsuMAiFOkHGWdOP/H1d/adF3ezBOAF6lRFRERQo4Zh/zmVSkVSUhIAHTt2ZMWKFfnbuwJEnZHMzbB9ePq3xczccC9GkiQKFf0chdKME//++cTtZyRJ4pdZi7C2daBjx45069YNLy8v2rZta3xNkSJFaPPRR+zYsvG5+xRx8wYatRqlQkHffv0oWaoU7dq14+7du+h0Oo4cfHrNqNzo9Xr+2bGZrX+tzzGsAhD14D6rli0gICCAD1u1Mh4vVqwYrT5szd8PYtFF3kIXdTfP5xaE5/GuxiCA0PNbsHMOMiZUALaOpXF0q8mVc5uzvdbMJPs2NJ279+HjDp34Yfx4KlepQlxcHF999RXmmVXELSwsGDhgAPcj73Hm1LHn7lNKSjIuLi7MnTuXKlWrUjs4mA0bNuDk5ER01P0X+pwXz59h49qV3Ll1M8dz6elp/LFyEfFxsXw1aJCxwrtKpWJA//7cuR3BhXOnX+i8T3IrsDUP2o/N9T9Ni054BZdG1ukMse8Z/wlvtzzfqXJ3dycmJgYfHx98fHw4fPgw5cqV48aNG7zA9Kw3hl5vWO6vUFpkO65QmKJQmKBRa576fk+vQqzdvI+Txw8zddJYUhLjckzSVFla5prIPEnWUucZM2YQExvL4cOH8fPzo81HH1GpcmU0edwMeOnC2Uz+YQQZWsNnMVUo6dijN4O/+Z6kxARGfzuQ7Vs2otfrKVWqVI7+W6pU6CxVeAWXzj4fQRDy0bsagwD0Wk2OGASgVFqgy/y9fXzY7+FrlHz3wy906zmAFYvns3DudFSPlXJRWRquDJ9VRuFRGo2a+vXr07lzZ5YtXYqZmRldu3blm2+/zVM7ADdvXKNT22Y8yEzGJKBEyTIsWbMdlUrF4vkz+X36JBIS4g39fbz/mY/zet6XEWdVBNqPpUi5Z9dHyzhz2nhX622h02hfdxcKlDwnVfXr1+fPP/8kKCiIbt26MWjQINasWcPx48fzVKDvTWOhssPNuxyRNzfg7FEXRWYBvfu3tqJRpzzXHARJkqhYuTqfde7JoN6dOHToENWrVwcgPj6edevWEfzYDvBP4+dfFC/vwoQsWsTvs2bxQQvDJIDp06ejVCqpUbvec7d16N89/DhmKCUkFe0UrpgisUGOY8Hs6RQq7Mc/OzZz9tQxRn/3HXHx8fzyyy8cP36cSpUqARAbG8uGjRupWa8J5uXKg0iqhFfkXY1BAH7F67J/+0RSk8KxtPEFID01kpjI/VSs1SXXYb/HeRfypfeAIaxavoCFCxcyZswY495/CxcswNbWjnIVKj93n2rXfY+1KxfRr29fxowZAxhKKhw8eJBho55ejf1Rer2etu/XQU5JpZ/CjSKSOcfkFFZcPEends1o37EbP40bzqeffELjxo3p3qMHC0NCGDliBGCY67kwJAQHRydKl3n5SfB5dSvw2T97DoXL4cUi4PXUwnoVEtMzYNvu192NAiPPq//0ej16vd443r569Wr+/fdfAgIC6NmzZ47NNp/Hm7Lq5vaNI6xb8DlmKjccXGuQkXqHmPsH+LDNp/wwacZzt6PVaunR8UNOnjhC0yZNcHR0ZMuWLag1Wpav24mvX5FnN5Lp721/MrB3J4oVK0ZwcLBxR/gv+w5mwOARz93OR82DuXXhPCFKf2OBQJ0s00d/k1QHW2Jjo5n26680b94ctVrN5506cfr0aZo3a4advT2bN29GliWWr99JjZSTXJu+1BA0xDyDV+pdXHnzKmIQvBlxSJ2RzIpZH5EQextnj3pIChOi7+7C0tqeDr3WExRczrja71mWhsxm/OihVKxYkUoVK3Lk6DFOnz7Fdz/8kqeSK1EP7tO+VQPSUpOzlVTw8Qtg6ZptWFo+XwHL1ctDGP3tQL5TeFJZ8bDe3TJdNKvkWLwK+1GqZHF+m2GItfPnz2f8hAkEBQVRuVIlDh85wpkzZxg3cQatX9F80vzikHLtdXch3yQlJ1Osap13KgY9zQuVVMhvb0IwyxKTeJvbp3/hwpnjuLi40KZ9R9q0/zxHJeJnSU9PY+nC2Wze+AdpaalUrVGH7r0GUqiwb577dOLYIRbOmU7o5Qu4uXvS/rNuNPvgozzVgKlRzo+SiRq+VWZPgObqHrBVSkKt13H61ClsMotjpqWlMWnSJJYuW4aLqzt1GzShW88BeHkbVjo+uixZ1Ht5dd7FpOpVeVPiUHpaAif2zyHs/Hb0sp6Akg2pWKsHdt4leL+2Llvh4WfZ8882liz4nYib1/HzL8pnXXoSXO/575ZniXoQyYLZ09jzz3ZMTE1o1PQDOnfvi43t81fCHzroS/5cv4pNyqLZNla/JKfxtc4wF2nC+PHZ5qLu3LmT/w0ejNLEhLLlK9GpWx9qBtfPc/+FF5eclEiVMoVFDMr0QsU/4+LimD9/PpcuXUKSJAIDA+nSpQuOji9X++hN4FaoHN0/XZBrPaq8sLBQ0b3XQLr3GvjSfapYuToVK1d/qTbsHZ0ISwjPsSN8KBmYqyxRpyRx7vx5amQOV6pUKgIDA9HpdCxdsw1Pr+yJU5xVEQqJYUDhFXmXY5CFyo6ajb6mZqOvjceyqqY/bdgvN3UbNKFugyYv3ScXV3eGjhzP0JHjX7gN/yJFAQgjneI8nCsVJqcD4OTkwtlz57IlVRUrVkSt0fDVoG/p1P3tLqchvBnyvPpv7969+Pn5MW3aNOLi4oiNjWXatGn4+fmxd2/eV5u9SbIC19voy76DiULLNP19omQNCbKWhbooLslptO3YleKBpRk+fARHjhwhIyODf/75h4mTfqZew6Y5EipBeJXe5Rj0JAFFVDlW+71punzRHzMTU6bo7nNJTiND1vOvPokl+hg8vQrxaZcvWb16NYsXLyY5OZmwsDAGDByIqakpLT5s97q7LwjAC9yp6tOnD23btmXWrFnGOiA6nY7evXvTp08fzp9/O+9MZCVUebm1/iyyLHPzxjVSU5MJKFbyheeC5IeWH7Xn+JF/Wb96Kf/oEgHDRMoatevzv2FjaPdpF/p2/4RPPn2483ulKjX4YdJvz2xbF3VXzKsS8s27GoOe5Emr/Z5XbEw0d+/cwsu78HMXHn4VzMzMmD5vOf27f8LX2oelBxztHVmyegsubh7cvRXB2O+/Z8zYsYDh7tVvc1fg6OT8urotCNnkeU6VSqXi9OnTFC9ePNvxK1euUL58edLS0vLciTdhLsPTtqF5EZcunGXk0H5cPG+ofu7k5MLAISP5qN3n+XOCF3Tvzi0WLZiFRq2mQ8fuBBQrYXxOlmVOHD3IndsRFClaglJlyj913tbj2z2IuVX5712cU/UqYhC8GXHocY8O++U1NqWkJPP9iP+x5c+1aLVaTExMaPFhO0aMnYRKlU9Xji9Aq9WyZOEswq9fpWr1YJp98FG2529FhHPq+GFsbO2oWbs+ZuY5t+cR/jtiTlV2eb5TFRQUxKVLl3IEtEuXLlG+fPn86leB8nDYL38WwcbFxtDts1Z4uLsz+/ffcXB0ZPny5Ywc2h87e0caNn4/X87zIjy8CjHsCfMiJEmiUtWaVKpa87nayqrf4l9uHdenL83PbgrvsHcxBj2JYdjv+Vb7PW744D4c2Pc3w4YNo3KlShw5coRfpk5Fo1Yz8de5+d/Z52RiYkKXHv2e+Hyhwr4vtKBHEP4LeU6q+vfvz4ABA7h69SrVqlUD4PDhw/z222/8+OOPnD171vjasmXL5l9PX5OXuRJ8knWrl5KWmkJIyEKcnQy324MqVCAyMpKFc6a91qRKEAq6dy0GPcnLDPtF3LzBjq0b+XHCBD7++GMASpcujYWFBd+NHs3AIaPEXElBeAF5Tqo6dOgAwJAhQ3J9LquInCRJ6HRvx6Tu/EyoAMJCL1KqVCljQpV1juDgYGbOmpV/JxKEt9C7GIMe96Kr/bJcv3oFgODg4GzHg4ODkWWZG9fCRFIlCC8gz0nVjRs3XkU/3imeXoXY8/dW0tLSsm2zcPbsWTw9385AJgO6yFtiXpXw0kQMerlhPwAPT28Azp07h5ubm/H4uXPnsj0vCELe5Dmp8vHxeRX9eKe0bvsZ82dPY+CgQXwzbBiOmXOqtm3bxqhxU1539/LdrcDWFOkH16YvNWwoKqqsCy9BxKCXVzywNEGVqjJ6zBhUKhWVMudUjfvhB6pWr41/QLHX3UVBeCPluU4VwJIlS6hZsyaenp7cvGnYRXzq1Kls3LgxXzv3upUI8ub92jpM83nvS+9CvvzyWwjHjh2nQcOGVAgKYvKUKXTq1idP20O8SW4FtsZt0iS8g0u/7q4Ib4F3JQY9zsTOiVbv2xPo9eJ3qbJMnrEQJxd3Pu/UiZKlStGla1fcPLyZ+Ou8/OmsILyD8pxUzZo1i6+++opmzZoRHx9vnLNgb2/P1KlT87t/r02JIG8CvVJwsc2/ulSPqv9eM3Ydvsi035fw4y+z2fnvWYaO/CFPW8sIwrvoXYlBj3u0Vl5+zPF0c/dk1cZdLF2zjfE/z2TFup2sWP83Lq5uz36zIAi5ynNSNX36dObOncvw4cONhfcAKlWqZByPf1vk9x2qx6lUljRs0oIPPmwn5jAIwnN6l2LQ4150YvrT2guqVI1WbT6hXFBlcVEnCC8pz0nVjRs3qFChQo7j5ubmpKSk5EunXrcSQd6ZS5WF/CYD6HToou6+7q4Ib6h3IQYJgvBmynNS5efnx+nTp3Mc37p1KyVLlsyPPr1WWQlVfm5HIxjEWRVB06ITXsGlRWIlvLC3PQY9SUAR1bNfJAjCa5Xn1X9ff/01ffr0IT09HVmWOXr0KCtWrGDChAnMm/d2THAUCdWrE2dVBIcWnfBmEbcPXHrd3RHeQO9CDHpc1sWeqVIMzwlCQZbnpKpLly5otVqGDBlCamoqn3zyCV5eXvz666+0b9/+VfRREATB6F2LQSZ2TgR6peBsIxIqQSjo8pxUAfTo0YMePXoQHR2NXq/H1dU1v/slCILwRCIGCYJQEOV5TlVaWhqpqakAODs7k5aWxtSpU9mxY0e+d04QBOFx71IMelW18gRBeDXynFS1bNmSxYsXAxAfH0+VKlWYPHkyLVu2ZNYbvm+dWPX33xGrAIUX9TbHoEdlDfuJOZ6C8ObIc1J18uRJateuDcCaNWtwd3fn5s2bLF68mGnTpuV7B/8rYtXff0esAhRextsag55ExCNBeHPkOalKTU3FxsZQznfHjh20bt0ahUJBtWrVjNtFvKlEQvXfyUqsxLY1Ql69zTFIEIQ3W56TqoCAADZs2MCtW7fYvn07jRo1AuDBgwfY2trmewcFQRAe9a7EIFGXShDePHlOqkaNGsXgwYPx9fWlatWqVK9eHTBcMeZW5VgQBCE/ve0x6NFNk/Njjz9BEP47eS6p0KZNG2rVqsW9e/coV66c8XiDBg348MMP87VzgiAIj3sXYpAk5c+myYIg/LdeqE6Vu7s77u7u2Y5VqVIlXzr0OpjYOWWu+hPF9f5rWasABSEv3rYYJAjC2yHPw3+v0rdl92Ni5/SfnjOrDoyYpP7fe3QVoC7yllgFKAiCILzRClRS9bqIhOr1EasABeGhrIs8QRDeTAUqqQqfvUoEFEEQ3klZ0xDMTMR8KkF4UxWopEoC7IZ9xFfvx/7nw4CCIAivmySJu+aC8CYrUEmV0s0LCYgZ9jVDk0ZQIsj7dXdJEARBEAThuRSopApA6V4IE/dC3N53nqrTGtPqffvX3SVBEIRXThT7FIQ3X4FLqrKYuBcyDgeOKb9bDAcKgvBWyir2WcIzGVPl6+6NIAgvo8AmVWC4ayUB12csFcOBgiC8tSRJwsVWzKcShDddgU6qQAwHCoIgCILwZijwSVUWMRwoCIIgCEJB9sYkVZBzOLDV+/aGuQhiWFAQBEEQhNfshfb+e52U7oUAuL3vPHb7PgKgKtDsx0lM+cvxNfZMEARBEIR32RuXVGUxyUyuAHSRt4gZ9jVj+n5mPLZC0ZHLJ2+/jq4JgiA8lxJB3pmr/sRm7oLwNnhjk6pHKd0LoYu6y40ZSwGQgaospcSPa7l81xpAJFiCIBQoJYK8CfRKwdlGJFSC8LZ4K5IqAKWLZ7bHushb2A37iKqZjzv0/Yzvb7RBmxDz33dOEAQhF6IulSC8Xd6apOpxyseGBxEXg4IgCIIgvEIFIqmSZRmAFLXmlbSv02hJTEkjIy0RbXpStufSUhJJSU5BqXslpxaeg0lqMqbpGSRrtCjV6tfdnTdK1u9M1u+Q8OKyvkN1RvJ/cj4Re4S3QXKy4W+qiEEGklwAvonbt29TqFChZ79QEIRc3bp1C29vUVrkZYg4JAgvTsQggwKRVOn1eu7evYuNjQ2SJMbpBOF5ybJMUlISnp6eKBRvVNm5AkfEIUHIOxGDsisQSZUgCIIgCMKbTqSVgiAIgiAI+UAkVYIgCIIgCPlAJFWCIAiCIAj5QCRVgiAIgiAI+UAkVYIgCIIgCPlAJFWCIAiCIAj5QCRVgiAIgiAI+UAkVW+wzp0706pVqyc+HxISgr29/X/Wn2fx9fVl6tSpeX5fTEwMrq6uhIeH53ufsjx48AAXFxfu3Lnzys4hCG8bEYPyj4hBbweRVAn5Lr8D6YQJE2jRogW+vr751ubjXF1d6dixI999990rO4cgCP8NEYOE10UkVUKBlpaWxvz58+nevfsrP1eXLl1YtmwZcXFxr/xcgiC8GUQMEvJCJFUvaM2aNZQpUwaVSoWTkxMNGzYkJSXF+PzChQsJDAzEwsKCEiVKMHPmTONz4eHhSJLEypUrqVGjBhYWFpQqVYo9e/YYX6PT6ejWrRt+fn6oVCqKFy/Or7/++tL9/vPPP6lYsSIWFhb4+/szZswYtFqt8XlJkpg3bx4ffvghlpaWFC1alE2bNmVrY9OmTRQtWhSVSkW9evVYtGgRkiQRHx/Pnj176NKlCwkJCUiShCRJjB492vje1NRUunbtio2NDYULF2bOnDlP7e/WrVsxMTGhevXq2Y5fuHCB5s2bY2tri42NDbVr1+batWvAwyGJ8ePH4+bmhr29vfFzfv311zg6OuLt7c2CBQuytVmmTBnc3d1Zv379i3y1gvCfEjFIxCChAJKFPLt7965sYmIiT5kyRb5x44Z89uxZ+bfffpOTkpJkWZblOXPmyB4eHvLatWvl69evy2vXrpUdHR3lkJAQWZZl+caNGzIge3t7y2vWrJEvXrwod+/eXbaxsZGjo6NlWZZltVotjxo1Sj569Kh8/fp1eenSpbKlpaW8atUqYz86deokt2zZ8on9XLhwoWxnZ2d8vG3bNtnW1lYOCQmRr127Ju/YsUP29fWVR48ebXxNVr+WL18uh4WFyf3795etra3lmJgYY99NTU3lwYMHy5cvX5ZXrFghe3l5yYAcFxcnZ2RkyFOnTpVtbW3le/fuyffu3TN+Lz4+PrKjo6P822+/yWFhYfKECRNkhUIhX7p06YmfYcCAAXKTJk2yHbt9+7bs6Ogot27dWj527Jh85coVecGCBfLly5eN34uNjY3cp08f+fLly/L8+fNlQG7cuLH8ww8/yKGhofL3338vm5qayhEREdnabtu2rdy5c+cn9kcQCgIRg0QMEgomkVS9gBMnTsiAHB4enuvzhQoVkpcvX57t2Pfffy9Xr15dluWHAe3HH380Pq/RaGRvb2/5p59+euJ5e/fuLX/00UfGx3kNaLVr15bHjx+f7TVLliyRPTw8jI8BecSIEcbHycnJsiRJ8tatW2VZluWhQ4fKpUuXztbG8OHDjQEtt/Nm8fHxkT/77DPjY71eL7u6usqzZs164mdo2bKl3LVr12zHvvnmG9nPz09Wq9W5vqdTp06yj4+PrNPpjMeKFy8u165d2/hYq9XKVlZW8ooVK7K9d9CgQXLdunWf2B9BKAhEDBIxSCiYTP77e2NvvnLlytGgQQPKlClD48aNadSoEW3atMHBwYGoqChu3bpFt27d6NGjh/E9Wq0WOzu7bO08ejvZxMSESpUqcenSJeOx33//nXnz5nHz5k3S0tJQq9WUL1/+hft94sQJjh07xg8//GA8ptPpSE9PJzU1FUtLSwDKli1rfN7KygobGxsePHgAwJUrV6hcuXK2dqtUqfLcfXi0bUmScHd3N7adm7S0NCwsLLIdO336NLVr18bU1PSJ7ytVqhQKxcPRbTc3N0qXLm18rFQqcXJyynFulUpFamrqc38eQXgdRAwSMUgomERS9QKUSiU7d+7k4MGD7Nixg+nTpzN8+HCOHDliDApz586latWqOd73LJIkAbB69WoGDRrE5MmTqV69OjY2NkyaNIkjR468cL/1ej1jxoyhdevWOZ57NGg8HigkSUKv1wMgy7Kxj1lkWX7uPjyt7dw4OzvnmLSpUqle6DzPc+7Y2FhcXFye2b4gvE4iBokYJBRMYqL6C5IkiZo1azJmzBhOnTqFmZkZ69evx83NDS8vL65fv05AQEC2//z8/LK1cfjwYeP/a7VaTpw4QYkSJQDYv38/NWrUoHfv3lSoUIGAgADjJMgXFRQUxJUrV3L0KyAgINsV1dOUKFGCY8eOZTt2/PjxbI/NzMzQ6XQv1dcsFSpU4OLFi9mOlS1blv3796PRaPLlHI86f/48FSpUyPd2BSG/iRj0kIhBQkEhkqoXcOTIEcaPH8/x48eJiIhg3bp1REVFERgYCMDo0aOZMGECv/76K6GhoZw7d46FCxcyZcqUbO389ttvrF+/nsuXL9OnTx/i4uLo2rUrAAEBARw/fpzt27cTGhrKyJEjcwSSvBo1ahSLFy9m9OjRXLhwgUuXLrFq1SpGjBjx3G18+eWXXL58maFDhxIaGsrq1asJCQkBHl7h+vr6kpyczD///EN0dPRL3cpu3LgxFy5cyHal2LdvXxITE2nfvj3Hjx8nLCyMJUuWcOXKlRc+DxhWBZ04cYJGjRq9VDuC8KqJGCRikFAwiaTqBdja2rJv3z6aNWtGsWLFGDFiBJMnT6Zp06YAdO/enXnz5hESEkKZMmWoU6cOISEhOa4Sf/zxR3766SfKlSvH/v372bhxI87OzgD07NmT1q1b065dO6pWrUpMTAy9e/d+qX43btyYv/76i507d1K5cmWqVavGlClT8PHxee42/Pz8WLNmDevWraNs2bLMmjWL4cOHA2Bubg5AjRo16NmzJ+3atcPFxYWJEye+cJ/LlClDpUqVWL16tfGYk5MTu3btIjk5mTp16lCxYkXmzp371PkNz2Pjxo0ULlyY2rVrv1Q7gvCqiRgkYpBQQL3eefLvpqyVN6dOnXrdXckX48aNk729vV9Z+5s3b5YDAwOzraR5FSpXriwvW7bslZ5DEAoCEYPyRsQg4XmJiepCns2cOZPKlSvj5OTEgQMHmDRpEn379n1l52vWrBlhYWHcuXOHQoUKvZJzPHjwgDZt2tChQ4dX0r4gCPlHxCChoJJkOQ/LJoR8ER4ejp+fH6dOnXqp5cmvy6BBg1i1ahWxsbEULlyYjh078s0332BiInJ0QXgTiBgkCK+GSKoEQRAEQRDygZioLgiCIAiCkA9EUiUIgiAIgpAPRFIlCIIgCIKQD0RSJQiCIAiCkA9EUiUIgiAIgpAPRFIlCIIgCIKQD0RSJQiCIAiCkA9EUiUIgiAIgpAPRFIlCIIgCIKQD/4PrFAijOEzPRUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, sub = plt.subplots(2, 2)\n",
    "plt.subplots_adjust(wspace=0.4, hspace=0.4)\n",
    "\n",
    "X0, X1 = X[:, 0], X[:, 1]\n",
    "\n",
    "for clf, title, ax in zip(models, titles, sub.flatten()):\n",
    "    disp = DecisionBoundaryDisplay.from_estimator(\n",
    "        clf,\n",
    "        X,\n",
    "        response_method=\"predict\",\n",
    "        cmap=plt.cm.coolwarm,\n",
    "        alpha=0.8,\n",
    "        ax=ax,\n",
    "        xlabel=iris.feature_names[0],\n",
    "        ylabel=iris.feature_names[1],\n",
    "    )\n",
    "    ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors=\"k\")\n",
    "    ax.set_xticks(())\n",
    "    ax.set_yticks(())\n",
    "    ax.set_title(title)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7810b908-e1e7-4c59-adda-dd49ff5ed28c",
   "metadata": {},
   "source": [
    "# RBF SVM parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "48ebe930-255e-4e62-a09b-1e96a6575af8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib.colors import Normalize\n",
    "\n",
    "\n",
    "class MidpointNormalize(Normalize):\n",
    "    def __init__(self, vmin=None, vmax=None, midpoint=None, clip=False):\n",
    "        self.midpoint = midpoint\n",
    "        Normalize.__init__(self, vmin, vmax, clip)\n",
    "\n",
    "    def __call__(self, value, clip=None):\n",
    "        x, y = [self.vmin, self.midpoint, self.vmax], [0, 0.5, 1]\n",
    "        return np.ma.masked_array(np.interp(value, x, y))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad61b5f9-09d2-4347-863a-5fec4c21f96a",
   "metadata": {},
   "source": [
    "## Load and prepare data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "cbf7e4df-b81b-4519-8082-998e8426fe22",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "\n",
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "791326ec-ac4b-4a8b-a74d-2a4da7e2f6b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_2d = X[:, :2]\n",
    "X_2d = X_2d[y > 0]\n",
    "y_2d = y[y > 0]\n",
    "y_2d -= 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4856c2bc-9d57-4e4c-80af-26c071d8df0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "X = scaler.fit_transform(X)\n",
    "X_2d = scaler.fit_transform(X_2d)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71318ba8-841b-4129-93af-4093fa36154a",
   "metadata": {},
   "source": [
    "## Train classifiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "03b667d4-4b84-453a-8004-693929e23dac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The best parameters are {'C': 1.0, 'gamma': 0.1} with a score of 0.97\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "C_range = np.logspace(-2, 10, 13)\n",
    "gamma_range = np.logspace(-9, 3, 13)\n",
    "param_grid = dict(gamma=gamma_range, C=C_range)\n",
    "cv = StratifiedShuffleSplit(n_splits=5, test_size=0.2, random_state=42)\n",
    "grid = GridSearchCV(SVC(), param_grid=param_grid, cv=cv)\n",
    "grid.fit(X, y)\n",
    "\n",
    "print(\n",
    "    \"The best parameters are %s with a score of %0.2f\"\n",
    "    % (grid.best_params_, grid.best_score_)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "fa20c704-ca8d-4c63-9519-78e53f5a4b54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.e-02, 1.e-01, 1.e+00, 1.e+01, 1.e+02, 1.e+03, 1.e+04, 1.e+05,\n",
       "       1.e+06, 1.e+07, 1.e+08, 1.e+09, 1.e+10])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "21314ad5-a9ed-48ef-bba5-cdc072909008",
   "metadata": {},
   "outputs": [],
   "source": [
    "C_2d_range = [1e-2, 1, 1e2]\n",
    "gamma_2d_range = [1e-1, 1, 1e1]\n",
    "classifiers = []\n",
    "for C in C_2d_range:\n",
    "    for gamma in gamma_2d_range:\n",
    "        clf = SVC(C=C, gamma=gamma)\n",
    "        clf.fit(X_2d, y_2d)\n",
    "        classifiers.append((C, gamma, clf))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57b7a105-014e-4d2c-9cfb-d745f7ef397d",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e8a2495f-879d-4fe7-a75c-8ddd0864ffad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "xx, yy = np.meshgrid(np.linspace(-3, 3, 200), np.linspace(-3, 3, 200))\n",
    "for k, (C, gamma, clf) in enumerate(classifiers):\n",
    "    # evaluate decision function in a grid\n",
    "    Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "\n",
    "    # visualize decision function for these parameters\n",
    "    plt.subplot(len(C_2d_range), len(gamma_2d_range), k + 1)\n",
    "    plt.title(\"gamma=10^%d, C=10^%d\" % (np.log10(gamma), np.log10(C)), size=\"medium\")\n",
    "\n",
    "    # visualize parameter's effect on decision function\n",
    "    plt.pcolormesh(xx, yy, -Z, cmap=plt.cm.RdBu)\n",
    "    plt.scatter(X_2d[:, 0], X_2d[:, 1], c=y_2d, cmap=plt.cm.RdBu_r, edgecolors=\"k\")\n",
    "    plt.xticks(())\n",
    "    plt.yticks(())\n",
    "    plt.axis(\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a65ad0a8-0203-4610-9ad7-2181037a4b5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scores = grid.cv_results_[\"mean_test_score\"].reshape(len(C_range), len(gamma_range))\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.subplots_adjust(left=0.2, right=0.95, bottom=0.15, top=0.95)\n",
    "plt.imshow(\n",
    "    scores,\n",
    "    interpolation=\"nearest\",\n",
    "    cmap=plt.cm.hot,\n",
    "    norm=MidpointNormalize(vmin=0.2, midpoint=0.92),\n",
    ")\n",
    "plt.xlabel(\"gamma\")\n",
    "plt.ylabel(\"C\")\n",
    "plt.colorbar()\n",
    "plt.xticks(np.arange(len(gamma_range)), gamma_range, rotation=45)\n",
    "plt.yticks(np.arange(len(C_range)), C_range)\n",
    "plt.title(\"Validation accuracy\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a956720-d79e-479b-9b04-e3ad750af784",
   "metadata": {},
   "source": [
    "# 调参"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "ffbad11b-1610-4ffd-8e04-e63fe9b2ecc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris, make_classification\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "60d2f8f8-7661-49b6-a1e1-e5b60a82c727",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stratified_shuffle_split(X, y, test_size=0.1):\n",
    "    \"\"\"分层产生训练和测试数据\"\"\"\n",
    "    spliter = StratifiedShuffleSplit(n_splits=1, test_size=test_size, random_state=42)\n",
    "    for i in spliter.split(X, y):\n",
    "        train_idx, test_idx = i\n",
    "    return X[train_idx, :], X[test_idx, :], y[train_idx], y[test_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1602e6bf-f093-45f3-a8e4-47e557cd5110",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "72f592de-672f-4516-9424-5c2f8a48fbc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((150, 4), (150,))"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "10571dc4-1418-4ac1-94cd-e544a1b4c2c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e3f49fb4-799e-4e02-b15d-39b8f7c24a86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((142, 4), (8, 4), (142,), (8,))"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = stratified_shuffle_split(X, y, test_size=0.05)\n",
    "X_train.shape, X_test.shape, y_train.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "53a13223-1293-4781-8dcd-b68db275a919",
   "metadata": {},
   "outputs": [],
   "source": [
    "svc = SVC(random_state=42)\n",
    "param_grid = {\n",
    "    \"C\": np.logspace(-10, 10, 10),\n",
    "    \"gamma\": np.logspace(-10, 10, 10)\n",
    "}\n",
    "clf_svc = GridSearchCV(svc, param_grid=param_grid, n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "70b71584-1a68-4210-8332-29c50177745e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(estimator=SVC(random_state=42), n_jobs=-1,\n",
       "             param_grid={&#x27;C&#x27;: array([1.00000000e-10, 1.66810054e-08, 2.78255940e-06, 4.64158883e-04,\n",
       "       7.74263683e-02, 1.29154967e+01, 2.15443469e+03, 3.59381366e+05,\n",
       "       5.99484250e+07, 1.00000000e+10]),\n",
       "                         &#x27;gamma&#x27;: array([1.00000000e-10, 1.66810054e-08, 2.78255940e-06, 4.64158883e-04,\n",
       "       7.74263683e-02, 1.29154967e+01, 2.15443469e+03, 3.59381366e+05,\n",
       "       5.99484250e+07, 1.00000000e+10])})</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(estimator=SVC(random_state=42), n_jobs=-1,\n",
       "             param_grid={&#x27;C&#x27;: array([1.00000000e-10, 1.66810054e-08, 2.78255940e-06, 4.64158883e-04,\n",
       "       7.74263683e-02, 1.29154967e+01, 2.15443469e+03, 3.59381366e+05,\n",
       "       5.99484250e+07, 1.00000000e+10]),\n",
       "                         &#x27;gamma&#x27;: array([1.00000000e-10, 1.66810054e-08, 2.78255940e-06, 4.64158883e-04,\n",
       "       7.74263683e-02, 1.29154967e+01, 2.15443469e+03, 3.59381366e+05,\n",
       "       5.99484250e+07, 1.00000000e+10])})</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(random_state=42)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(random_state=42)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(estimator=SVC(random_state=42), n_jobs=-1,\n",
       "             param_grid={'C': array([1.00000000e-10, 1.66810054e-08, 2.78255940e-06, 4.64158883e-04,\n",
       "       7.74263683e-02, 1.29154967e+01, 2.15443469e+03, 3.59381366e+05,\n",
       "       5.99484250e+07, 1.00000000e+10]),\n",
       "                         'gamma': array([1.00000000e-10, 1.66810054e-08, 2.78255940e-06, 4.64158883e-04,\n",
       "       7.74263683e-02, 1.29154967e+01, 2.15443469e+03, 3.59381366e+05,\n",
       "       5.99484250e+07, 1.00000000e+10])})"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_svc.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "709d262b-a411-47c8-967b-edaaec026d09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.875"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf_svc.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "f449c36b-2a60-4d98-9127-faae643c225e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((180, 500), (20, 500), (180,), (20,))"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X, y = make_classification(n_samples=200, n_features=500, n_informative=10, n_classes=3, random_state=42)\n",
    "X_train, X_test, y_train, y_test = stratified_shuffle_split(X, y, test_size=0.1)\n",
    "X_train.shape, X_test.shape, y_train.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "dead8cd3-911f-45e6-8e89-23674e3b5ae4",
   "metadata": {},
   "outputs": [],
   "source": [
    "svc = SVC(random_state=42)\n",
    "param_grid = {\n",
    "    \"C\": np.logspace(-10, 20, 10),\n",
    "    \"gamma\": np.logspace(-10, 10, 10)\n",
    "}\n",
    "clf_svc = GridSearchCV(svc, param_grid=param_grid, n_jobs=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "c084ac16-6d16-4f9f-86cf-9ea8bf183fb9",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [98], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mclf_svc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/site-packages/sklearn/model_selection/_search.py:875\u001b[0m, in \u001b[0;36mBaseSearchCV.fit\u001b[0;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[1;32m    869\u001b[0m     results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_format_results(\n\u001b[1;32m    870\u001b[0m         all_candidate_params, n_splits, all_out, all_more_results\n\u001b[1;32m    871\u001b[0m     )\n\u001b[1;32m    873\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m results\n\u001b[0;32m--> 875\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_search\u001b[49m\u001b[43m(\u001b[49m\u001b[43mevaluate_candidates\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    877\u001b[0m \u001b[38;5;66;03m# multimetric is determined here because in the case of a callable\u001b[39;00m\n\u001b[1;32m    878\u001b[0m \u001b[38;5;66;03m# self.scoring the return type is only known after calling\u001b[39;00m\n\u001b[1;32m    879\u001b[0m first_test_score \u001b[38;5;241m=\u001b[39m all_out[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtest_scores\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/site-packages/sklearn/model_selection/_search.py:1379\u001b[0m, in \u001b[0;36mGridSearchCV._run_search\u001b[0;34m(self, evaluate_candidates)\u001b[0m\n\u001b[1;32m   1377\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run_search\u001b[39m(\u001b[38;5;28mself\u001b[39m, evaluate_candidates):\n\u001b[1;32m   1378\u001b[0m     \u001b[38;5;124;03m\"\"\"Search all candidates in param_grid\"\"\"\u001b[39;00m\n\u001b[0;32m-> 1379\u001b[0m     \u001b[43mevaluate_candidates\u001b[49m\u001b[43m(\u001b[49m\u001b[43mParameterGrid\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparam_grid\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/site-packages/sklearn/model_selection/_search.py:822\u001b[0m, in \u001b[0;36mBaseSearchCV.fit.<locals>.evaluate_candidates\u001b[0;34m(candidate_params, cv, more_results)\u001b[0m\n\u001b[1;32m    814\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverbose \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m    815\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\n\u001b[1;32m    816\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFitting \u001b[39m\u001b[38;5;132;01m{0}\u001b[39;00m\u001b[38;5;124m folds for each of \u001b[39m\u001b[38;5;132;01m{1}\u001b[39;00m\u001b[38;5;124m candidates,\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    817\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m totalling \u001b[39m\u001b[38;5;132;01m{2}\u001b[39;00m\u001b[38;5;124m fits\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\n\u001b[1;32m    818\u001b[0m             n_splits, n_candidates, n_candidates \u001b[38;5;241m*\u001b[39m n_splits\n\u001b[1;32m    819\u001b[0m         )\n\u001b[1;32m    820\u001b[0m     )\n\u001b[0;32m--> 822\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mparallel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    823\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdelayed\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_fit_and_score\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    824\u001b[0m \u001b[43m        \u001b[49m\u001b[43mclone\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbase_estimator\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    825\u001b[0m \u001b[43m        \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    826\u001b[0m \u001b[43m        \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    827\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtrain\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    828\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    829\u001b[0m \u001b[43m        \u001b[49m\u001b[43mparameters\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    830\u001b[0m \u001b[43m        \u001b[49m\u001b[43msplit_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_splits\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    831\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcandidate_progress\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_candidates\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    832\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfit_and_score_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    833\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    834\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mcand_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43msplit_idx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    835\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcandidate_params\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcv\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msplit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgroups\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    836\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    837\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    839\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(out) \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m    840\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m    841\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo fits were performed. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    842\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWas the CV iterator empty? \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    843\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWere there no candidates?\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    844\u001b[0m     )\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/site-packages/joblib/parallel.py:1098\u001b[0m, in \u001b[0;36mParallel.__call__\u001b[0;34m(self, iterable)\u001b[0m\n\u001b[1;32m   1095\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterating \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m   1097\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend\u001b[38;5;241m.\u001b[39mretrieval_context():\n\u001b[0;32m-> 1098\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mretrieve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1099\u001b[0m \u001b[38;5;66;03m# Make sure that we get a last message telling us we are done\u001b[39;00m\n\u001b[1;32m   1100\u001b[0m elapsed_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_start_time\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/site-packages/joblib/parallel.py:975\u001b[0m, in \u001b[0;36mParallel.retrieve\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    973\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    974\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backend, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msupports_timeout\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m--> 975\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output\u001b[38;5;241m.\u001b[39mextend(\u001b[43mjob\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m    976\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    977\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output\u001b[38;5;241m.\u001b[39mextend(job\u001b[38;5;241m.\u001b[39mget())\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/site-packages/joblib/_parallel_backends.py:567\u001b[0m, in \u001b[0;36mLokyBackend.wrap_future_result\u001b[0;34m(future, timeout)\u001b[0m\n\u001b[1;32m    564\u001b[0m \u001b[38;5;124;03m\"\"\"Wrapper for Future.result to implement the same behaviour as\u001b[39;00m\n\u001b[1;32m    565\u001b[0m \u001b[38;5;124;03mAsyncResults.get from multiprocessing.\"\"\"\u001b[39;00m\n\u001b[1;32m    566\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 567\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfuture\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresult\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    568\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m CfTimeoutError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    569\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTimeoutError\u001b[39;00m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/concurrent/futures/_base.py:439\u001b[0m, in \u001b[0;36mFuture.result\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    436\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_state \u001b[38;5;241m==\u001b[39m FINISHED:\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__get_result()\n\u001b[0;32m--> 439\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_condition\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    441\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_state \u001b[38;5;129;01min\u001b[39;00m [CANCELLED, CANCELLED_AND_NOTIFIED]:\n\u001b[1;32m    442\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m CancelledError()\n",
      "File \u001b[0;32m~/miniconda3/envs/py38/lib/python3.8/threading.py:302\u001b[0m, in \u001b[0;36mCondition.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    300\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:    \u001b[38;5;66;03m# restore state no matter what (e.g., KeyboardInterrupt)\u001b[39;00m\n\u001b[1;32m    301\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 302\u001b[0m         \u001b[43mwaiter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    303\u001b[0m         gotit \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m    304\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "clf_svc.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fb7a74e-d95b-4cf8-a886-d11f39a67537",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_svc.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bcac42d0-1ada-4a81-91a4-1258229ad8cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_svc.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9372de3f-ee73-46d6-8845-a9b72fc81c9c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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